Annex A - Proletarianisation

A.1 Why this annex exists

Proletarianisation is the most load-bearing concept in the thesis. The framework Chapter 3 assembles deploys it as the substantive analytical apparatus through which contemporary advisory transformation becomes visible. The concept has Marxist origins but the thesis uses it in Bernard Stiegler’s reworked sense, which extends the substantive register beyond the industrial-economic context Marx engaged. The annex develops the concept substantively for readers who require detailed engagement with what the thesis means by proletarianisation, what it distinguishes from related concepts, and what it does not claim.

The annex also articulates the selective displacement qualification that is central to the thesis’s substantive analytical apparatus. Proletarianisation in the thesis’s deployment is not wholesale substitution of practitioners by technical systems; it is the selective displacement of savoir-faire into systems the practitioner does not own. The selectivity matters analytically because it explains how proletarianisation operates without producing the dramatic visible effects that headcount-focused analyses would predict, and how the mechanism can be operative on professional formation regardless of employment trajectories.

A.2 The Marxist origin and its limits for the thesis

The Marxist register of proletarianisation focused on the substantive content of the loss of control over the means of production. Workers in the industrial transformation Marx engaged were proletarianised in the sense that their substantive capacity to produce value was institutionally separated from their ownership of the substantive means through which value was produced. The substantive content of work was structurally altered by this separation: the artisan whose substantive expertise was integrated with the tools and materials of their craft became the industrial worker whose substantive capacity was institutionally subordinate to the factory’s institutional architecture.

The Marxist register has substantive analytical apparatus the thesis draws on, but it is calibrated to industrial-economic conditions that do not directly apply to contemporary consulting. Consulting practitioners are not separated from the means of production in the substantive way Marx engaged; their substantive capacity is intellectual and relational rather than material, and the institutional architectures within which consulting operates are substantively different from the industrial factories Marx analysed. The framework needed an extension of the proletarianisation concept that operates at the substantive level of intellectual and professional work without losing the substantive analytical content the Marxist register provides.

A.3 Stiegler’s reworking

Stiegler’s reworking of proletarianisation is the substantive analytical extension the framework deploys. For Stiegler, proletarianisation operates wherever practical know-how (savoir-faire) is captured into technical systems whose ownership is institutionally elsewhere, and wherever the substantive content of professional or cultural identity is at stake under such capture. The mechanism is not specifically industrial; it operates substantively across contemporary capitalism in ways the original Marxist framework did not anticipate. The substantive content of what is lost is not merely the means of production in the industrial sense but the savoir-faire - the substantive practical, ethical, and cognitive capacity that constitutes a particular kind of worker as a particular kind of practitioner.

Stiegler’s substantive extension operates in three registers. Savoir-faire is the practical know-how of a craft or profession. Savoir-vivre is the substantive know-how-to-live, the cultural and ethical capacity that constitutes a particular way of being in the world. Savoir-penser is the substantive know-how-to-think, the substantive cognitive capacity that constitutes a particular way of engaging with the world analytically. Stiegler argues that contemporary technical capture operates substantively in all three registers, and that the substantive content of what is at stake in proletarianisation is not only economic but cultural and cognitive.

A.4 Selective displacement: the qualification the thesis treats as central

The substantive qualification the thesis treats as central to its deployment of proletarianisation is selective displacement. Proletarianisation in Stiegler’s reworking does not abolish the practitioner; it displaces specific components of the substantive content of professional work into technical systems while leaving others substantively unaffected. The selectivity is calibrated substantively to what technical mediation can substantively absorb: routine analytical components, expressive layers of professional output, formative tasks at the early stages of professional progression. The substantive content of what is not displaced is calibrated to what technical mediation cannot substantively absorb: situated judgment, relational intelligence, substantive engagement with consequence, contributory expertise at the senior tiers.

The selectivity matters analytically for the framework. It explains how the mechanism operates without producing dramatic visible effects: practitioners continue to work, firms continue to operate, the institutional architecture of the profession continues to function. What changes is the substantive content of what practitioners do, what firms reproduce, and what the institutional architecture transmits to the next generation. The selectivity is what makes proletarianisation substantively visible at the level of formation rather than at the level of employment, which is the substantive analytical level the framework operates at.

The selectivity also clarifies the framework’s relationship to the substitutionist accounts the thesis treats as analytical foils, including the Susskinds’ The Future of the Professions. The substitutionist account predicts wholesale substitution; the framework predicts selective displacement. The two predictions are substantively different. The framework’s analytical apparatus is calibrated to engage what the substitutionist account cannot reach: the substantive content of what is being formed in practitioners under selectively displaced conditions, and the substantive consequences of that formation for the institutional architecture of the profession across generations.

A.5 How the thesis uses the term

The thesis uses proletarianisation substantively rather than rhetorically. The term operates as the framework’s central analytical category and is deployed across the analytical chapters in calibrated ways. Chapter 3 establishes the conceptual apparatus. Chapter 5 deploys the concept in the political-economic argument: sovereignty as identity at risk under generic mediation, extraction as the dark mirror of the SECI model. Chapter 6 demonstrates that the mechanism is operative in adjacent professions (software, law) through comparative empirical evidence. Chapter 7 traces the mechanism through the three ChMC stages of European infrastructure advisory specifically. Chapter 8 takes the analysis into futures through the four scenarios. Chapter 9 develops the recommendations to the four constituencies that the analysis supports.

The substantive content of what the thesis means by proletarianisation is calibrated to European infrastructure advisory: the selective displacement of substantive contributory expertise into AI mediation systems whose ownership is institutionally elsewhere, with consequences operating at the level of formation, sovereignty, extraction, and political economy that the framework’s analytical apparatus engages.

A.6 What the thesis is not claiming

Three substantive things the thesis is not claiming about proletarianisation are worth registering explicitly.

First, the thesis is not claiming that contemporary AI mediation will abolish the consulting profession. The selective character of the proletarianisation mechanism means that the profession continues to operate; what is at stake is the substantive content of what the profession is and what the next generation of practitioners is being formed into. The framework’s substantive concerns operate at the formation level, not at the employment level.

Second, the thesis is not claiming that AI mediation should be refused. The framework treats the technology as a substantive socio-technical mediator with substantive consequences for the institutional architectures of the profession; the substantive question is how the institutional architectures engage the mediation, not whether the mediation itself is admitted. The recommendations developed in Chapter 9 are calibrated to substantive institutional engagement rather than to refusal.

Third, the thesis is not claiming that the trajectory of contemporary advisory transformation is deterministic. The framework treats the trajectory as substantively shaped by the institutional choices the four constituencies make - consultants, firms, clients, policymakers - and the recommendations are calibrated to clarify what choosing differently would require institutionally. The framework’s analytical apparatus is partly to make these substantive choices visible.

Annex B - Third Box Thinking

B.1 Why this annex exists

The third box is the thesis’s own coinage. The concept names the constituency that bears the consequences of infrastructure decisions without holding the contracts under which those decisions are produced - the publics whose lives are shaped by infrastructure decisions, including the future generations whose conditions of life are being shaped now. The concept is essential to the thesis’s normative argument: the framework treats the third box as the substantive constituency to which legitimate European infrastructure advisory is constitutively answerable, and the substantive content of the framework’s normative apparatus operates through the substantive engagement with this constituency.

The annex develops the concept substantively for readers who require detailed engagement with what the third box is, what philosophical traditions ground it, what institutional consequences it has for advisory practice, and what the concept does not claim. It also distinguishes between the third box as a substantive constituency and third-box thinking as the analytical disposition the framework deploys throughout the thesis - a distinction the chapters use without always articulating explicitly.

B.2 The structural problem the concept addresses

European infrastructure advisory operates substantively within a structural asymmetry that the third-box concept names. Two parties are substantively visible in the institutional architecture of advisory engagements: the consulting firm (the entity that produces the work) and the infrastructure client (the entity that procures and pays for the work). The institutional architecture is structured around these two parties: contracts are between firms and clients, deliverables are produced by firms for clients, professional accountability operates substantively between the two.

But the substantive content of what advisory work does - the institutional decisions it supports, the regulatory frameworks it shapes, the infrastructure investments it analyses - has substantive consequences for parties who are not visible in the institutional architecture of the engagement. The grid interconnection commissioned by an energy regulator shapes the lives of those who depend on the electricity supply. The water tariff reform commissioned by a utility shapes the household budgets of consumers. The transport extension commissioned by a transport authority shapes the mobility patterns of populations. These constituencies bear the consequences without being party to the contract; they are the third box that institutional architectures of advisory practice have historically engaged through indirect institutional mechanisms (regulatory frameworks, public consultation processes, political accountability) rather than through direct contractual relationship.

The structural problem the concept names is the substantive asymmetry between consequence-bearing and contract-holding. The substantive content of what makes advisory work legitimate operates through the substantive answerability of the work to the consequences it produces, but the institutional architecture of advisory engagements does not directly recognise this answerability. The framework treats this asymmetry as constitutive of the substantive challenge the profession faces and develops the third-box concept to make the substantive content of the asymmetry analytically visible.

B.3 The Deweyan ground: how publics are formed

The first philosophical ground for the third-box concept is John Dewey’s account of publics as constituted through shared exposure to the consequences of decisions made by others. In The Public and Its Problems, Dewey argues that a public is not a pre-existing political constituency but a substantive political reality that comes into being through the institutional architectures that recognise shared consequences as constituting political standing. The substantive content of public-interest practice depends substantively on the institutional architectures through which constituted publics are recognised and engaged.

For the framework, Dewey provides the substantive philosophical apparatus through which the third box is understood as a constituted political reality rather than as an abstraction. The publics whose lives are shaped by infrastructure decisions come into political being through the substantive consequences they bear, and the institutional architectures of European public-interest practice - public consultations, regulatory hearings, multi-stakeholder processes - are the substantive mechanisms through which constituted publics are engaged. The third box is the substantive analytical category that names this constituted political reality in advisory contexts.

The Deweyan ground is substantively important for the framework because it grounds the third box in a substantive philosophical tradition rather than treating it as a normative imposition. The substantive content of what makes the third box a legitimate analytical category is its grounding in a philosophical tradition that understands publics as constituted through consequences, and the institutional architectures of European public-interest practice as the substantive mechanisms through which constituted publics are recognised.

B.4 The Jonasian register: responsibility toward futures

The second philosophical ground for the third-box concept is Hans Jonas’s imperative of responsibility toward futures. Jonas’s argument extends the substantive content of responsibility beyond contemporary parties to include those whose conditions of life will be shaped by present decisions, including future generations whose interests cannot be represented through contemporary political processes. The intergenerational asymmetry is substantive: future generations cannot participate in decisions that bind them, but they will bear the consequences of those decisions across time horizons that exceed any single human life or political cycle.

For the framework, Jonas extends the substantive content of the third box to include future-generation publics. The infrastructure decisions European advisory work supports bind futures materially: a fifty-year asset commissioned in a five-year political cycle shapes the conditions of life for generations who cannot be party to the political processes that authorise the asset. The substantive answerability of advisory work operates substantively across this intergenerational dimension, and the third box is the substantive analytical category through which the framework engages the dimension.

The Jonasian register is substantively important because it gives the third box its long time horizon. The framework treats the substantive content of European infrastructure advisory as constitutively engaged with intergenerational responsibility, and the third-box concept is the substantive analytical apparatus through which the framework operates this engagement.

B.5 Why the three-box framing matters

The three-box framing - firm, client, third box - makes the constituency analytically visible in ways that the conventional two-box framing does not. The conventional framing treats advisory engagements as bilateral relationships between firms and clients, with the substantive consequences for non-contracting parties handled through institutional architectures that operate substantively at the political and regulatory level rather than at the level of advisory practice itself.

The three-box framing names the third constituency analytically and makes its substantive content visible at the level of advisory practice. The substantive consequence is that advisory work can be analysed substantively in terms of its answerability to the third box, and the institutional architectures of advisory practice can be examined substantively in terms of how they engage or fail to engage this constituency.

The three-box framing also translates substantively across institutional contexts. The substantive content of who occupies the third box varies by subdomain (the publics whose lives are shaped by infrastructure decisions are constituted differently in transport, energy, water, defence, environmental, social, built-environment, and urban subdomains), but the structural position the third box occupies - consequence-bearing without contract-holding - is consistent across the subdomains. The framework treats this structural consistency as substantively important for the analytical apparatus it deploys.

B.6 Third box thinking as analytical disposition

The third box is a substantive constituency. Third-box thinking is the analytical disposition the framework deploys throughout the thesis: the substantive practice of asking, at every analytical move, what the implications are for the constituency that bears consequences without holding contracts. The two are connected but analytically distinct.

Third-box thinking operates as a substantive analytical commitment. It does not require that every analytical move explicitly mention the third box; it requires that the substantive content of analytical moves engage the question of consequence-bearing answerability. The framework deploys this analytical disposition across the chapters: Chapter 5’s substantive sovereignty argument operates substantively from third-box thinking; Chapter 7’s stage-by-stage analysis is substantively shaped by third-box considerations at each stage; Chapter 8’s cross-scenario findings include the third-box question as one of the four findings that hold across all four scenarios; Chapter 9’s recommendations to constituencies are substantively calibrated to third-box answerability.

The distinction between the third box (constituency) and third-box thinking (disposition) clarifies what the framework’s normative apparatus does. The substantive normative content is calibrated to the answerability of advisory work to the substantive constituency, and the substantive analytical apparatus is the disposition through which the answerability becomes visible at the level of analytical practice.

B.7 How the thesis uses the concept

The thesis introduces the third box in Chapter 2 and develops it substantively across the analytical chapters. The concept operates as both a substantive analytical category (the constituency the framework’s normative argument always returns to) and as a motif that returns across chapters and accumulates substantive content as the framework develops.

Chapter 2 introduces the concept and grounds it in Dewey and Jonas. Chapter 3 establishes the philosophical apparatus through which the framework engages the constituency normatively. Chapter 4 develops the substantive content of what the third box requires of European infrastructure advisory through the integrated three-scale system. Chapter 5 makes the third box structurally consequential through the political-economic argument about sovereignty and extraction. Chapter 7 threads the third box through the stage-by-stage analysis (the constituency becomes structurally further removed at Foundation, encountered more directly but more thinly at Applied, encountered most directly at Chartered). Chapter 8 includes the third-box question as one of the four cross-scenario findings. Chapter 9 develops recommendations calibrated to third-box answerability across the four constituencies.

The recurring presence is intentional. The third box is the constituency the framework’s normative argument always returns to, and its visibility across the chapters is part of what the framework treats as substantively important about European infrastructure advisory.

B.8 What the concept does not claim

Three substantive things the third-box concept does not claim are worth registering explicitly.

First, the concept does not claim that the third box has a single substantive identity. The publics whose lives are shaped by infrastructure decisions are constituted differently in different subdomains, in different jurisdictions, in different time horizons. The framework treats the third box as a structural position rather than as a homogeneous constituency, and the substantive content of who occupies the position varies substantively across contexts.

Second, the concept does not claim that the third box can be substantively represented through procedural mechanisms alone. Public consultation processes, regulatory hearings, multi-stakeholder processes - these are institutional architectures through which constituted publics are partially engaged, but the framework treats the substantive answerability to the third box as operating at a deeper level than procedural compliance. The substantive content of legitimate advisory practice depends on substantive engagement with consequence-bearing constituencies, not on procedural performance of engagement.

Third, the concept does not claim to displace the legitimate institutional architectures through which contemporary public-interest practice operates. European democratic, regulatory, and political institutions are the substantive architectures through which the third box has historically been engaged, and the framework’s deployment of the concept operates within these architectures rather than against them. The substantive concern the framework names is that contemporary AI mediation makes the third-box engagement structurally more difficult, and the recommendations developed in Chapter 9 are calibrated to substantive institutional response within the existing architectures.

Annex C - The ChMC Framework

C.1 Why this annex exists

The Chartered Management Consultant (ChMC) framework provides the institutional anchor for the thesis’s definition of consulting and the architecture against which Chapter 7’s stage-by-stage analysis operates. The framework launched in 2021 by the Chartered Management Institute is the substantive chartered-status framework for management consulting in the UK, with adapted forms now operative in adjacent jurisdictions. The annex develops the framework substantively for readers who require detailed engagement with what the ChMC framework is, how the thesis deploys it, and what limits the framework has as an analytical scaffold.

The annex is operative for two chapters - Chapter 2 (where the framework is introduced as the institutional anchor) and Chapter 7 (where the three-stage architecture provides the primary analytical structure). The substantive content of the framework is sufficient for these analytical purposes; the deeper engagement with the framework as institutional architecture would require substantive comparative work with adjacent chartering frameworks that the thesis does not undertake systematically.

C.2 What the ChMC framework is

The ChMC framework is the substantive chartered-status architecture for management consulting in the UK, launched by the Chartered Management Institute (CMI) in 2021. The framework defines what management consulting substantively is for chartered-status purposes, articulates the substantive content of professional competence required at different stages of progression, and provides the institutional architecture through which chartered status is awarded and maintained.

The framework operates through two structural components. The first is a four-component competency architecture that articulates the substantive content of professional competence across four substantive registers. The second is a three-stage progression architecture that articulates the substantive content of professional development across three substantive stages. The two components together produce a 4×3 matrix of substantive competence at each stage across each component, which the framework deploys for chartered-status assessment and for the substantive content of professional development pathways.

The framework is institutionally available substantively. It is documented through the CMI’s institutional architecture, applied through chartered-status assessment processes, and operative across UK consulting firms whose practitioners pursue chartered status. The substantive content of the framework is adapted in modified forms in adjacent jurisdictions, but the core architecture (four competencies × three stages) is consistent across the adapted forms.

C.3 The four competency components

The four competency components the ChMC framework articulates carry substantive analytical weight in the thesis.

Ethics and Professional Standards covers the substantive ethical commitments the consultant brings to engagements, the institutional norms of professional conduct, and the relationship between professional commitments and client expectations. The substantive content includes professional codes, ethical reasoning in advisory contexts, the substantive content of conflicts of interest, and the substantive engagement with the institutional architectures of professional accountability. The thesis treats this competency as substantively engaged at every stage of professional progression and as the competency through which third-box answerability operates substantively.

Leadership and Management covers the substantive content of leading engagements, managing teams, and exercising the institutional weight that senior practice carries. The substantive content includes engagement leadership, team management, client relationship management at the leadership level, and the institutional architecture through which senior practitioners carry weight in their firms and in the wider profession. The thesis treats this competency as primarily engaged at Applied and Chartered stages, with substantive consequences for how the formation pathway operates across the stages.

Client Operating Environment covers the substantive understanding of the client’s institutional context, the political and regulatory environment within which the engagement operates, and the relational intelligence required to advise effectively in complex contexts. The substantive content includes regulatory awareness, political context understanding, sectoral knowledge, and the institutional architectures of client operations. The thesis treats this competency as substantively engaged at all three stages but as most analytically loaded at Chartered stage, where contextual mastery is constitutively built through sustained engagement with specific client environments.

Personal and Professional Development covers the substantive content of how a consultant becomes a consultant: the formation pathway through which contributory expertise is developed, the institutional architectures that support continued development across a career, and the reflexive engagement with one’s own professional becoming. The thesis treats this competency as the most uniformly disrupted across the stages under contemporary AI mediation, because it is the competency whose substantive content is the formation system itself.

C.4 The three progression stages

The three progression stages the ChMC framework articulates provide the primary analytical structure for Chapter 7’s stage-by-stage analysis.

Foundation covers the first stage of professional progression. Junior consultants in their early career develop the basic competencies through engagement with formative tasks under supervision. The substantive content of Foundation-stage work is calibrated to building the substantive ground on which later stages operate: tacit pattern recognition, formal training application, exposure to senior practice, and the substantive engagement with consequential work that builds contributory expertise. In European infrastructure advisory, this stage typically corresponds to the first three to five years of a consultant’s career, depending on firm structure and consultant trajectory.

Applied covers the mid-career stage. Consultants exercise substantive autonomy on engagements, lead project teams, manage client relationships at working level, and produce the analytical outputs that have historically demonstrated the firm’s distinctive value. The substantive content of Applied-stage work is calibrated to substantive professional contribution: leading engagements, supervising Foundation-stage juniors, exercising substantive analytical judgment, and developing the substantive professional voice that characterises the practitioner. In European infrastructure advisory, this stage typically corresponds to consultants in years five through twelve or so of their careers.

Chartered covers the senior tier. Consultants exercise substantive professional judgment as their primary contribution, carry institutional weight in their firms, and engage clients at the level where strategic and consequential decisions are made. The substantive content of Chartered-stage work is calibrated to substantive senior contribution: contributory expertise developed across decades of engagement, relational intelligence built through sustained client and regulator relationships, and the substantive judgment that distinguishes senior practice from competent analytical work. In European infrastructure advisory, this stage typically corresponds to consultants in their second decade of practice and beyond.

The three stages are not just markers of seniority. They are substantive professional progression: each stage builds on what previous stages have established and prepares ground for what subsequent stages will undertake. The framework treats the integrated progression as substantively important, and Chapter 7’s stage-by-stage analysis operates substantively on this integrated character.

C.5 The framework in comparative context

The ChMC framework operates within a substantive comparative landscape of chartering frameworks across professional contexts. The annex registers the comparative landscape briefly without developing systematic comparison.

Chartered Engineer status, awarded through the UK Engineering Council and adapted across other engineering professional bodies, provides the substantive chartering architecture for the engineering profession. The framework operates through different competency components than the ChMC but shares the substantive structural architecture: chartered status awarded through institutional assessment, with substantive professional accountability operating through chartered-status maintenance.

Grandes écoles tradition in France provides a substantively different chartering architecture, operating through educational institutional architecture rather than through professional body chartering. The substantive content of professional formation operates substantively through the grandes écoles institutional architecture, with the substantive consequences for professional progression operating through institutional networks rather than through chartering bodies.

Dutch planning and water-engineering institutions provide substantive professional architectures that combine chartering, educational, and institutional employment architectures in ways calibrated to the Dutch public-interest tradition in infrastructure. The substantive content is distinctive but the structural concern - institutional architecture for professional formation and accountability - is consistent.

Nordic planning culture provides substantive professional architectures calibrated to the Nordic public-interest tradition, with substantive content that distinguishes Nordic infrastructure advisory practice from other European traditions but operates through similar structural concerns.

The comparative context is substantively important because it registers that the ChMC framework is one substantive chartering architecture among others. The thesis deploys the ChMC framework as the institutional anchor for the analytical work but treats the framework as one available analytical scaffold rather than as the only possible one.

C.6 Limits of the framework as an analytical scaffold

Three substantive limits of the ChMC framework as analytical scaffold for the thesis are worth registering explicitly.

First, the framework launched in 2021 is institutionally young. Its substantive institutional weight is developing rather than fully established, and its substantive content has not yet been deployed at the scale that older chartering frameworks (medical, legal, engineering) have institutional weight at. The thesis treats this institutional youth as substantively important: the framework provides analytical apparatus the thesis can deploy, but the institutional architecture is itself developing alongside the contemporary AI mediation transformation the thesis engages.

Second, the framework operates at a level of generality that requires substantive elaboration for the European infrastructure context specifically. The substantive content of what the four competencies and three stages mean in European infrastructure advisory requires substantive elaboration that the thesis undertakes (Chapter 4 on the integrated three-scale system, Chapter 7 on the stage-by-stage analysis). The framework alone is not sufficient; the substantive elaboration is.

Third, the framework is UK-anchored. The substantive content of what the framework engages is calibrated to UK institutional architectures, and the substantive application to other European jurisdictions requires substantive translation that the thesis does not systematically undertake. The framework’s substantive analytical apparatus translates substantively to adjacent European contexts (Ireland, Netherlands, Nordic countries), but the substantive translation to substantively different institutional architectures (Germany, France, Mediterranean countries) requires substantive work the thesis does not undertake.

The three limits are substantively important. The framework is sufficient for the analytical work the thesis undertakes; it is not the philosophically complete analytical scaffold the thesis points toward, and the limits are acknowledged rather than concealed.

Annex D - Individuation

D.1 Why this annex exists

Individuation is the substantive philosophical concept that gives the framework conceptual unity across the analytical chapters. The framework deploys the concept at three scales - individual, organisational, and national-cultural - and the substantive consistency of the concept across the scales is what allows the framework to engage contemporary AI mediation as a single mechanism producing different visible effects at different levels of the integrated system. The annex develops the concept substantively for readers who require detailed engagement with what individuation is, what philosophical traditions ground it, how the thesis deploys it, and where the framework’s engagement with the concept is incomplete.

The annex operates at working register. The deeper philosophical engagement - Simondon on metastable individuation, the ontological commitments of pre-individual being, Stiegler’s relationship to Simondon and to the wider philosophical traditions individuation draws on - is part of what the deferred Chapter 3 bis would develop substantively. What is established here is sufficient for the analytical chapters that draw on the concept (3, 5, 7).

D.2 The Simondonian origin

The substantive philosophical origin of individuation as the framework deploys it is Gilbert Simondon’s work in L’individuation à la lumière des notions de forme et d’information and adjacent texts. For Simondon, individuation is the substantive process through which an entity comes to have distinctive form. The substantive content of Simondon’s concept is metaphysical: individuation is not the production of a static individual entity but the ongoing substantive process through which form emerges from a substantive metastable field of pre-individual relations.

Simondon’s account operates substantively through several technical concepts. Pre-individual being is the substantive metaphysical condition from which individuation proceeds: a metastable field of energetic and informational relations that has not yet resolved into determinate form. Metastability is the substantive condition under which pre-individual being is energetically charged but not yet resolved into determinate form. Trans-individuation is the substantive process through which individuation operates across multiple scales simultaneously, with substantive consequences for what the individual becomes and what the wider field becomes.

The Simondonian apparatus is philosophically rich. The thesis draws on it at working register: the substantive content of individuation as ongoing process from a metastable field is sufficient for the analytical work the thesis undertakes, but the deeper engagement with Simondon’s metaphysical apparatus is deferred to the Chapter 3 bis the thesis points toward.

D.3 Stiegler’s extension

Stiegler’s substantive philosophical contribution that the framework draws on is the extension of Simondon’s individuation concept into the contemporary technical context. For Stiegler, individuation under contemporary technical mediation operates substantively through the substantive engagement with technical systems whose substantive content carries pre-individual material that the individuating entity absorbs and transforms.

The substantive consequence Stiegler develops is that proletarianisation operates substantively as dis-individuation under technical capture. When savoir-faire is captured into technical systems whose ownership is institutionally elsewhere, the substantive content of the entity’s individuation is substantively interrupted: the substantive material the entity would have absorbed into its individuation is institutionally captured before absorption can occur, and the substantive content of what the entity becomes is structurally altered. Dis-individuation is the substantive philosophical analogue of the proletarianisation mechanism Annex A develops.

Stiegler’s extension is substantively important for the framework because it connects individuation to the substantive content of contemporary technical mediation. The framework deploys the concept across three scales (individual, organisational, national-cultural) on the substantive ground that the same dis-individuation mechanism operates substantively at each scale, producing different visible effects but with substantive consistency across the integrated system.

D.4 How the thesis deploys the concept

The thesis deploys individuation at three scales, with substantive consistency across the deployment.

Individual individuation is the substantive process through which the consultant becomes a particular kind of practitioner. The substantive content operates through the integrated three-scale system Chapter 4 describes: formative engagements, sustained exposure to consequence, and the substantive absorption of senior judgment over the arc of a career. Individual individuation is not a completed state but an ongoing process, and contemporary AI mediation operates substantively on the formative engagements through which the process operates.

Organisational individuation is the substantive process through which the firm becomes a particular kind of firm. The substantive content operates through the SECI cycle Annex F describes: socialisation, externalisation, combination, and internalisation through which the firm’s distinctive way of seeing is reproduced across generations of practitioners. Organisational individuation is not a completed state but an ongoing process, and contemporary AI mediation operates substantively on the SECI cycle’s substantive content.

National-cultural individuation is the substantive process through which the European public-interest tradition reproduces its substantive distinctiveness. The substantive content operates through the institutional architectures of European public-interest practice: regulatory traditions, public-purpose engineering inheritance, and the wider cultural-discursive content of European tradition. National-cultural individuation is not a completed state but an ongoing process, and contemporary AI mediation operates substantively on the cultural-discursive content through which the tradition reproduces.

The framework’s substantive contribution is that the three scales are connected through the same Stieglerian mechanism - dis-individuation under generic technical mediation - operating at different levels of the integrated system. This is what allows the framework to engage contemporary AI mediation as a single mechanism producing different visible effects at different levels rather than as separate concerns at different scales.

D.5 What the concept does not claim

Three substantive things the individuation concept does not claim are worth registering explicitly.

First, the concept does not claim that individuation is morally good in itself. The framework treats individuation as the substantive process through which distinctive form emerges, but it does not claim that all individuations produce substantively desirable outcomes. The substantive normative content the framework deploys operates through the substantive content of what is being individuated (the European public-interest tradition, firm-distinctive ways of seeing, contributory expertise reproduced through formation), not through individuation as a process category.

Second, the concept does not claim that individuation is incompatible with technical mediation. The framework treats technical mediation as substantively part of contemporary individuation, with substantive consequences for what the individuating entity becomes. The substantive concern is not technical mediation per se but the institutional architectures within which mediation operates and the substantive consequences of those architectures for the integrated three-scale system.

Third, the concept does not claim that dis-individuation under contemporary AI mediation is total. The Stieglerian mechanism operates substantively as selective dis-individuation, with substantive content displaced and other substantive content preserved. The substantive analytical work the framework undertakes is to identify what is at substantive risk under cumulative mediation, not to claim wholesale dis-individuation.

D.6 Where the framework is incomplete

The framework’s engagement with individuation is incomplete in substantive ways the thesis acknowledges.

The deeper philosophical engagement with Simondon’s metaphysical apparatus is deferred to Chapter 3 bis. The substantive content of pre-individual being, metastability, and trans-individuation is engaged here at working register; the philosophically complete engagement would develop these substantively in dialogue with the wider philosophical traditions individuation draws on.

The relationship between Stiegler’s individuation framework and adjacent philosophical traditions - Heidegger on Dasein, Foucault on subjectivation, Deleuze on becoming - is registered in passing rather than systematically engaged. A philosophically complete framework would engage these adjacencies substantively.

The substantive content of how individuation operates across the three scales is developed at working register sufficient for the analytical chapters; the philosophically complete framework would develop the substantive integration of the three scales more substantively, particularly the substantive relationship between organisational and national-cultural individuation that operates substantively in Chapter 5.

These incompletenesses are not fatal to the analytical work the thesis undertakes. They are substantive limits acknowledged honestly, with the philosophically complete framework pointed toward as Chapter 3 bis residual work.

Annex E - Tacit and Contributory Expertise

E.1 Why this annex exists

The framework’s most direct analytical contribution against the existing IS-theoretical literature on AI in consulting operates through the distinction between tacit-as-constraint and tacit-as-formation. The distinction rests on substantive philosophical apparatus drawn from two distinct traditions: Polanyi on tacit knowledge and Collins on the contributory/interactional distinction. The annex develops these substantively for readers who require detailed engagement with the philosophical apparatus through which the distinction operates.

The annex is operative for five chapters: Chapter 3 (where the philosophical framework is assembled), Chapter 4 (where individual-scale formation is described through tacit knowledge), Chapter 6 (where the comparative evidence from adjacent professions operates substantively through the contributory/interactional distinction), Chapter 7 (where the stage-by-stage analysis depends on the distinction), and Chapter 9 (where the recommendations to constituencies engage the substantive content of contributory expertise as substantively at stake).

E.2 Polanyi and the tacit dimension

Michael Polanyi’s substantive philosophical contribution that the framework draws on is the account of tacit knowledge developed in Personal Knowledge and The Tacit Dimension. Polanyi’s central claim is summarised in the phrase that has become canonical: we know more than we can tell. The substantive content of professional knowledge includes substantial substantive content that cannot be fully articulated in propositional form - the substantive judgment, the substantive pattern recognition, the substantive embodied competence that constitutes professional expertise.

Polanyi’s apparatus operates through several substantive components. The tacit dimension is the substantive content of knowledge that operates beneath explicit articulation: the substantive engagement with subsidiary particulars that produces substantive focal awareness of the whole. Indwelling is the substantive process through which the practitioner develops embodied competence with the substantive content of the practice: the substantive engagement that makes the substantive content of expertise accessible without explicit articulation. Personal knowledge is the substantive content of expertise as substantively held by the practitioner: not subjective in the sense of arbitrary, but substantively personal in the sense that it is constitutively held by a particular practitioner whose substantive engagement with the content makes the knowledge substantively operative.

Polanyi’s apparatus is substantively important for the framework because it grounds the substantive content of professional knowledge as constitutively involving more than what can be propositionally articulated. The substantive consequence is that codification is not equivalent to substitution: the substantive content of tacit knowledge is not exhausted by what can be articulated, and substitution of articulated content for tacit knowledge produces substantively different substantive content.

E.3 Collins on contributory and interactional expertise

Harry Collins’s substantive sociological contribution that the framework draws on is the distinction between contributory and interactional expertise developed in Rethinking Expertise and adjacent texts. The distinction operates substantively through two substantive components.

Contributory expertise is the substantive ability to contribute to a practice through embodied engagement. The contributorily expert practitioner can substantively do the work: produce substantive analytical contributions, exercise substantive professional judgment, engage substantively with the substantive content of the practice in ways that constitutively make them part of the practice. Contributory expertise is built substantively through sustained engagement with consequence over time, and the substantive content cannot be reproduced through articulation alone.

Interactional expertise is the substantive ability to engage with a practice through linguistic competence without the embodied contributory grasp. The interactionally expert practitioner can substantively talk about the practice fluently, recognise the substantive content of arguments within the practice, and engage substantively with practitioners in conversation. But the interactionally expert practitioner cannot substantively do the work in the sense that contributory expertise involves: the embodied competence is not present, and the substantive contribution to the practice is not available.

The distinction is substantively important for the framework because it makes visible what AI mediation is substantively doing under contemporary conditions. AI mediation produces interactional fluency rapidly: the substantive content of articulation, vocabulary, and surface engagement with the practice can be substantively absorbed through AI-mediated work. AI mediation does not produce contributory expertise: the embodied competence built through sustained engagement with consequence is constitutively different from interactional fluency, and AI mediation cannot substantively reproduce it.

E.4 The thesis’s distinction: tacit-as-constraint versus tacit-as-formation

The framework’s substantive contribution at this point is the distinction between tacit-as-constraint and tacit-as-formation, which deploys the Polanyian and Collinsian apparatus in a way the existing IS-theoretical literature has not.

Tacit-as-constraint is the dominant register in the existing IS-theoretical literature on AI in consulting. The substantive deployment treats tacit knowledge instrumentally: it is engaged as a constraint on what AI can substitute for. The substantive analytical work this register supports is systematic mapping of tasks against substitutability, with tacit knowledge functioning as the boundary condition that defines where substitution operates and where it does not. Tuczek et al.’s Task-GenAI Fit framework operates substantively in this register; their citation of Polanyi is calibrated to explain why some tasks resist codification and therefore resist AI substitution.

Tacit-as-formation is the register the framework adopts. The substantive deployment treats tacit knowledge constitutively: it is engaged as the substantive ground on which contributory expertise is built, and as the substantive content of how a consultant becomes a consultant. The substantive analytical work this register supports is examination of the formation pathway - what is being formed in practitioners under different mediation conditions, what substantive content is preserved and what is at risk, and what the substantive consequences are for the integrated three-scale system through which professional expertise is reproduced.

The two registers ask different substantive questions about the same situation. Tacit-as-constraint asks: which tasks resist AI substitution because of their tacit-knowledge character? Tacit-as-formation asks: what does AI substitution for formative tasks do to the formation pathway through which contributory expertise has historically been reproduced? Both questions are substantive; they are not in opposition. But they yield substantively different analytical apparatus and substantively different recommendations.

E.5 How the thesis uses the concepts

The thesis deploys tacit knowledge and contributory expertise across the analytical chapters with substantive consistency.

Chapter 3 §3.4 establishes the philosophical apparatus through which the concepts operate. Chapter 3 §3.5 develops the tacit-as-constraint vs tacit-as-formation distinction substantively, with cognitive-science grounding from Kosmyna et al. and Oakley et al. for the formation reading.

Chapter 4 deploys tacit knowledge substantively in §4.2 (individual-scale formation through formative engagements, sustained exposure to consequence, and senior judgment witnessed and absorbed). The substantive content of contributory expertise is engaged substantively as the substantive product of the formation pathway.

Chapter 6 deploys the contributory/interactional distinction substantively in the comparative evidence from software and law. The substantive content of what is being lost in the formation pipelines of these professions operates substantively through the distinction.

Chapter 7 deploys both concepts substantively in the stage-by-stage analysis. Foundation-stage formation under AI mediation produces interactional fluency rapidly while compressing the formation pathway through which contributory expertise has historically been reproduced. Applied-stage work operates substantively at the intersection of contributory expertise and interactional fluency. Chartered-stage advisory operates substantively as contributory expertise that AI mediation cannot substantively replicate.

Chapter 9 deploys the concepts substantively in the recommendations: the substantive content of what makes legitimate advisory practice operates substantively through contributory expertise, and the institutional architectures the recommendations engage are calibrated to protecting the formation pathway through which contributory expertise is reproduced.

E.6 What the concepts do not claim

Three substantive things the concepts do not claim are worth registering explicitly.

First, the concepts do not claim that all professional knowledge is tacit. The substantive content of professional expertise includes substantial substantive content that can be articulated propositionally - formal training, technical apparatus, regulatory knowledge, institutional understanding. The framework’s substantive concern is calibrated to the substantive content that operates tacitly and constitutively, not to claim that all professional content is tacit.

Second, the concepts do not claim that interactional expertise is worthless. Interactional expertise has substantive value in many contexts: it allows practitioners to engage substantively across disciplinary boundaries, to participate in interdisciplinary conversations, and to contribute substantively to discussions where contributory expertise in every domain is institutionally impossible. The framework’s substantive concern is that interactional expertise is being substituted for contributory expertise in contexts where contributory expertise has historically been the substantive content of legitimate practice.

Third, the concepts do not claim that tacit knowledge is mystical. The substantive content of tacit knowledge operates substantively through embodied competence, sustained engagement with consequence, and the substantive content of professional formation. It is substantively materialised through the institutional architectures of professional formation, not through some non-natural process. The framework treats tacit knowledge as substantive but reproducible through substantive institutional practice.

Annex F - The SECI Model

F.1 Why this annex exists

The SECI model - Socialisation, Externalisation, Combination, Internalisation - is the substantive structural device through which Chapter 4’s organisational scale operates. The framework deploys the model substantively to characterise how consulting firms reproduce their distinctive way of seeing across generations of practitioners. The model also operates substantively in Chapter 5’s extraction argument, where the dark mirror reading develops the substantive concern that under contemporary AI mediation, the firm’s externalised knowledge no longer recirculates within the firm’s own SECI cycle but flows outward into vendor systems whose institutional architectures are elsewhere.

The annex develops the model substantively for readers who require detailed engagement with what the SECI model is, how the thesis deploys it, and what limits the model has for the thesis’s analytical purposes.

F.2 What the SECI model is

The SECI model is the substantive organisational-knowledge framework developed by Ikujiro Nonaka and Hirotaka Takeuchi in The Knowledge-Creating Company and adjacent texts. The model identifies four substantive modes through which knowledge moves between tacit and explicit forms across the organisation, and the substantive integration of the four modes constitutes a continuous spiral through which substantive organisational knowledge is reproduced across time.

Socialisation (tacit to tacit) is the substantive mode through which tacit knowledge is transmitted between practitioners through shared experience and apprenticeship. The substantive content operates through co-presence, observation, and the substantive engagement with the practice that builds embodied competence. In consulting contexts, socialisation operates substantively through senior-junior relationships, partner mentorship, and the substantive engagement with consequential work under supervision.

Externalisation (tacit to explicit) is the substantive mode through which tacit knowledge is articulated into transmissible form. The substantive content operates through methodological articulation, framework development, case study production, and the substantive practice of making implicit competence explicit. In consulting contexts, externalisation operates substantively through methodology development, playbook production, and the substantive content of institutional documentation that practitioners produce.

Combination (explicit to explicit) is the substantive mode through which articulated knowledge is recombined and reorganised. The substantive content operates through synthesis, analytical recombination, and the substantive practice of building new explicit content from existing explicit content. In consulting contexts, combination operates substantively through analytical work that builds on existing methodologies, frameworks, and case material to produce new substantive analytical content.

Internalisation (explicit to tacit) is the substantive mode through which articulated knowledge is absorbed into individual tacit competence. The substantive content operates through learning, practice, and the substantive engagement with explicit content that builds embodied competence. In consulting contexts, internalisation operates substantively through professional formation, training programmes, and the substantive engagement with the firm’s institutional content that builds the practitioner’s substantive competence.

The four modes operate as a continuous spiral. Tacit knowledge is socialised between practitioners; the practice of working together makes the substantive content available for externalisation into articulated form; the articulated content is recombined and reorganised through analytical work; the recombined content is internalised by practitioners through engagement and practice; and the substantive content of internalised knowledge is the substantive ground for further socialisation between practitioners. The spiral is the substantive mechanism through which the firm’s substantive knowledge is reproduced across time.

F.3 The model’s application to consulting

The framework deploys the SECI model substantively in Chapter 4’s organisational scale to characterise how consulting firms reproduce their distinctive way of seeing across generations.

The substantive content of what consulting firms reproduce through the SECI cycle is calibrated to the firm’s substantive distinctiveness. Methodologies and frameworks bear the substantive marks of the firm that produced them. Case databases and institutional memory carry the substantive content of accumulated firm experience. Senior practice and apprenticeship transmit the substantive content of senior-distinctive analytical voice. Internal vocabulary and cultural identity reproduce the substantive content of the firm’s distinctive way of approaching the work.

The framework’s substantive contribution at this point is to read organisational knowledge management not as productivity-supporting infrastructure but as identity-producing substantive practice. What the firm reproduces through the SECI cycle is not just knowledge that supports productive work; it is the substantive content that makes the firm a particular kind of firm. The substantive consequence is that disruption of the SECI cycle has substantive consequences for the firm’s organisational individuation, not merely for its productivity.

F.4 The dark mirror: how SECI becomes extraction

The framework’s substantive contribution against the existing literature on consulting under AI mediation operates partly through the dark mirror reading of the SECI model that Chapter 5 develops. The dark mirror is the substantive structural condition under which the firm’s externalisation feeds outward into channels the firm does not control rather than recirculating within the firm.

The historical assumption underlying the SECI model is that the explicit artefacts produced through externalisation remain within the firm. The methodology document is the firm’s intellectual property; the playbook is the firm’s competitive asset; the case study is the firm’s institutional memory. These artefacts are transmitted across the firm’s generations of practitioners through internalisation, and they are protected from competitors through institutional architecture: employment contracts, confidentiality agreements, internal-only access, and the practical difficulty of reproducing tacit firm context outside the firm.

Contemporary AI mediation introduces a structural pathway through which this assumption can fail. When firms adopt AI-mediated workflows that involve sending working materials - drafts, frameworks, case-relevant documents, internal analyses - through systems operated by external vendors, the firm’s externalised knowledge is no longer purely within the firm’s control. The vendor’s terms of service, data-handling practices, and use of customer content in training subsequent models all bear on whether the firm’s externalised knowledge stays within the firm or flows outward into vendor systems.

The dark mirror reading is the substantive form of what the informal discourse calls the “digital twin” concern. The informal version is that AI tools will learn how a particular practitioner works and replace them. The dark mirror version is structural: the firm’s organisational individuation, the substance of what makes the firm valuable across generations of practitioners, is increasingly mediated through tools whose default outputs are common across firms, and the cumulative weight of generic mediation produces dis-individuation at the organisational scale just as it produces dis-individuation at the national-cultural scale.

The framework’s analytical contribution at this point is partly to make the dark mirror visible. The existing literature on consulting under AI mediation can see efficiency gains and skill retention; it cannot see what is happening to the firm’s distinctive voice across generations because it does not have the analytical apparatus to read organisational individuation as a substantive concern. The dark mirror reading provides this apparatus.

F.5 How the thesis uses the model

The thesis deploys the SECI model substantively across three chapters.

Chapter 4 §4.3 deploys the model substantively to characterise the organisational scale of the integrated three-scale system. The four modes are introduced and the substantive content of what each mode reproduces in consulting contexts is developed.

Chapter 5 §5.4 deploys the dark mirror reading substantively in the extraction argument. The substantive content of what is at risk under contemporary AI mediation operates substantively through the structural pathway the dark mirror names.

Chapter 7 deploys the SECI cycle substantively in the stage-by-stage analysis, particularly in the Applied-stage analysis where the supervisory role through which Foundation-stage formation is mediated operates substantively through socialisation and externalisation modes.

The integrated deployment is substantively important: the SECI model is not just a description of organisational knowledge management but the substantive structural device through which the framework engages contemporary AI mediation’s substantive consequences for firm-level individuation.

F.6 Limits of the model for the thesis’s purposes

Three substantive limits of the SECI model for the thesis’s analytical purposes are worth registering explicitly.

First, the model is calibrated substantively to Japanese organisational contexts where it was originally developed. The substantive content of what the model engages - the substantive integration of tacit and explicit knowledge through institutional practices - operates substantively differently in different organisational cultures, and the substantive translation to European consulting contexts requires substantive adjustment that the thesis undertakes implicitly rather than explicitly.

Second, the model operates substantively at the level of organisational knowledge management without engaging the political-economic conditions under which organisational knowledge management operates. The framework’s substantive contribution is partly to extend the model’s analytical apparatus into the political-economic register through the dark mirror reading, but the original SECI apparatus does not engage the political-economic dimensions substantively.

Third, the model operates substantively at the level of explicit institutional architecture without fully engaging the substantive content of what passes through that architecture. The framework draws on the model substantively for its structural device, but the substantive content of what consulting firms substantively reproduce through the SECI cycle is engaged substantively by the framework rather than by the model itself.

The three limits are substantively important. The model is sufficient for the analytical work the thesis undertakes; it is not the philosophically complete analytical apparatus the thesis points toward, and the limits are acknowledged rather than concealed.

Annex G - TGAIF and the Tuczek et al. Framework

G.1 Why this annex exists

Tuczek et al.’s Task-GenAI Fit (TGAIF) framework, published in 2026 in Business & Information Systems Engineering, is the most directly comparable contemporary contribution to the analytical conversation about AI in management consulting. The framework deploys IS-theoretical apparatus to map consulting tasks against AI substitutability through four task profiles (Adaptive Specialist, Creative Generalist, Precise Specialist, Scalable Generalist) and provides systematic analytical work that the thesis engages substantively as both analytical foil and analytical complement.

The annex develops the engagement substantively for readers who require detailed engagement with what the TGAIF framework is, what it does and does not do analytically, how the thesis deploys it as overlay onto the ChMC stages in Chapter 7, what the differentiation between the two frameworks amounts to, and where the engagement could be developed further. The diplomatic register of the engagement is substantively important: the framework is engaged as substantive analytical work that the thesis’s framework operates alongside rather than as work the thesis dismisses.

G.2 What the TGAIF framework is

The TGAIF framework is an IS-theoretical analytical apparatus that maps consulting tasks against generative AI substitutability through two structural dimensions. The first dimension is task uniformity (vs flexibility): whether the task is uniformly executed across instances or requires substantial flexibility in execution. The second dimension is task generality (vs specificity): whether the task operates with generic content or requires substantial domain-specific knowledge.

The two dimensions produce four substantive task profiles.

Adaptive Specialist tasks combine high flexibility with high specificity. The substantive content requires substantial flexibility in execution and substantial domain-specific knowledge. The TGAIF framework recommends high human augmentation with low automation: the AI mediation supports the human practitioner who exercises substantive judgment and brings substantive domain expertise.

Creative Generalist tasks combine high flexibility with high generality. The substantive content requires substantial flexibility in execution but operates with generic content. The TGAIF framework recommends high human augmentation with moderate automation: the AI mediation can support substantial components of the work while the human practitioner exercises substantive creative judgment.

Precise Specialist tasks combine high uniformity with high specificity. The substantive content executes uniformly across instances but requires substantial domain-specific knowledge. The TGAIF framework recommends moderate automation with balanced augmentation: the AI mediation can substitute for substantial uniform components while the human practitioner brings substantive domain expertise.

Scalable Generalist tasks combine high uniformity with high generality. The substantive content executes uniformly across instances and operates with generic content. The TGAIF framework recommends high automation with low augmentation: the AI mediation can substantively absorb the work, with limited human contribution required.

The framework’s substantive analytical apparatus supports systematic mapping of consulting tasks against substitutability and supports recommendations for how AI mediation should be deployed in different task contexts.

G.3 What the paper does and does not do

Tuczek et al.’s paper does substantive analytical work that the thesis engages substantively. The framework provides systematic apparatus for mapping consulting tasks against AI substitutability, supports concrete recommendations for how AI mediation should be deployed in different task contexts, and operates with substantive empirical grounding in IS-theoretical research traditions. The paper engages Polanyi explicitly to ground the substantive content of why some tasks resist AI substitution, and the substantive engagement is calibrated and analytically productive.

The paper does not, however, engage several substantive concerns the thesis treats as central. It does not engage formation as a substantive analytical category: the substantive question of what AI substitution does to the formation pathway through which contributory expertise has historically been reproduced operates at a level the framework does not reach. It does not engage political-economic conditions substantively: the substantive content of where AI mediation is produced and under whose ownership is treated as a contextual matter rather than as substantively constitutive of the analytical work. It does not engage substantive sovereignty concerns: the substantive content of cultural-discursive and organisational distinctiveness is not engaged at the level the framework operates at.

These are not failures of the Tuczek et al. paper. They are substantive choices about analytical level. The paper operates substantively at the task level and produces substantive analytical work calibrated to that level. The thesis operates substantively at the formation, political-economic, and individuation levels and produces substantive analytical work calibrated to those levels. The two analytical apparatuses are complementary rather than in opposition; they operate substantively at different levels and answer substantively different questions.

G.4 The thesis’s TGAIF overlay

Chapter 7 of the thesis deploys the TGAIF framework as substantive analytical overlay onto the ChMC stages. The substantive deployment maps which TGAIF quadrants correspond to which ChMC stages of work, and reads the correspondences substantively for what they imply about how AI mediation is operating at each stage.

Foundation stage maps substantively to the Scalable Generalist quadrant. The substantive content of Foundation-stage work - routine analytical components, basic deliverable production, formative tasks at the early stages of professional progression - falls predominantly into Scalable Generalist territory: high uniformity, high generality, high automation potential. The structural irony the thesis registers is sharp: TGAIF is empirically right that this is where AI mediation operates most efficiently, and the framework reads the same correspondence as the location where the apprenticeship blow lands hardest. Both readings can be true simultaneously, but they ask different substantive questions about the same situation.

Chartered stage maps substantively to the Adaptive Specialist quadrant. The substantive content of Chartered-stage work - situated judgment, relational intelligence, substantive engagement with consequence, contributory expertise - falls predominantly into Adaptive Specialist territory: high flexibility, high specificity, high augmentation, low automation. At this stage, the alignment between the two analytical traditions is closest, and the substantive tension that operated at Foundation is reduced. Chartered-stage work is irreducibly judgmental and the substantive content cannot be performed adequately by systems that have no situated engagement with consequence.

Applied stage spans the four quadrants. The substantive content of Applied-stage work is distributed across Scalable Generalist (standard analytical structures), Precise Specialist (regulatory-compliance work, benchmarking), Creative Generalist (strategic synthesis, cross-engagement framing), and Adaptive Specialist (deeply context-sensitive judgment) territory. The TGAIF mapping at Applied stage is substantively messier than at Foundation or Chartered, and the messiness is itself substantively informative about the substantive content of Applied-stage work.

The TGAIF overlay supports substantive analytical work in Chapter 7 that neither framework alone would support. The TGAIF framework’s task-substitutability mapping provides systematic apparatus for understanding where AI mediation operates most efficiently. The thesis’s framework provides analytical apparatus for understanding what the substitution is doing to the formation pathway. The two together support stage-by-stage analysis that engages both substantive levels.

G.5 What the differentiation amounts to

The differentiation between the thesis’s framework and the TGAIF framework operates substantively at five points.

Unit of analysis. TGAIF operates at the task level; the thesis operates at the formation level. The two units of analysis ask different substantive questions about the same situation. TGAIF asks: which tasks are substitutable, and what implications does this have for how work is organised? The thesis asks: what is happening to the formation pathway through which contributory expertise has historically been reproduced as AI mediation operates on the substantive content of professional work?

Theoretical apparatus. TGAIF operates with IS-theoretical apparatus calibrated to systematic empirical work. The thesis operates with philosophical apparatus calibrated to substantive normative engagement. The two apparatuses produce substantive analytical work at different levels and can be deployed substantively in different ways.

Normative register. TGAIF operates with substantive normative content calibrated to efficiency: the substantive content of legitimate task organisation is calibrated to what makes the work substantively productive. The thesis operates with substantive normative content calibrated to answerability: the substantive content of legitimate advisory practice is calibrated to what makes the work substantively answerable to the third box and the substantive content of European public-interest practice.

Political-economic engagement. TGAIF treats political-economic conditions as contextual matters rather than as substantively constitutive of the analytical work. The thesis treats political-economic conditions as substantively central, with Chapter 5 developing the political-economic argument substantively as the conditions under which the framework’s mechanism operates.

Domain specificity. TGAIF operates substantively at the level of generic management consulting. The thesis operates substantively at the level of European infrastructure advisory specifically, with the substantive content calibrated to the substantive distinctiveness of the domain.

The five points of differentiation are substantively important. The thesis is not arguing that TGAIF is wrong; the analytical work the framework undertakes at the level it operates on is substantively productive. The thesis is arguing that the level it operates on is insufficient for engaging the substantive question of what contemporary AI mediation is doing to European infrastructure advisory, and that the framework adopts is necessary for the substantive engagement.

G.6 Where the engagement could be developed further

Two substantive directions for further engagement with the TGAIF framework and the wider IS-theoretical literature are worth registering.

First, more extensive comparative engagement with adjacent IS-theoretical contributions would substantively strengthen the analytical positioning. The wider IS-theoretical literature on AI in consulting and adjacent professional contexts (Alagic et al. on AI-augmented decision support, Tronnier et al. on user adaptation to AI tools, the broader literature on technology-organisation fit) operates substantively in registers that the thesis engages only briefly. A more extensive engagement would clarify the substantive points of differentiation across the wider literature rather than focusing on Tuczek et al. specifically.

Second, more substantive engagement with the substantive empirical content of TGAIF’s analytical work would substantively complement the thesis’s framework. The TGAIF framework’s substantive empirical grounding could be deployed substantively to provide more concrete grounding for some of the framework’s claims, particularly in Chapter 7 where the stage-by-stage analysis operates substantively at the intersection of the two frameworks.

These extensions are substantively important but they are not required for the analytical work the thesis undertakes. They are substantive future work that the thesis points toward as residual rather than developed in the current text.