Executive Summary

The Proletarianisation of Advisory: Judgment, Sovereignty, and Responsibility in European Infrastructure Consulting under AI Mediation

Author: LJ (practitioner-researcher, European infrastructure advisory) Award: MPhil Word count: ~62,000 words (nine chapters, seven annexes)

The problem

European infrastructure advisory — advising on transport, energy, water, urban, and built-environment projects with long time horizons and direct consequences for publics — depends on a form of professional judgment that is not reducible to the retrieval and synthesis of information. Senior infrastructure advisers bring situated, consequential, answerable judgment: formed through years of supervised practice, exercised in specific regulatory and political contexts, and answerable to the publics whose conditions of life are being shaped by the decisions they advise. That formation pathway is now under structural pressure from the integration of generic AI mediation into the work at all career stages.

The existing discourse addresses this situation primarily in a productivity register: workflow efficiency, task-technology fit, appropriate governance of tool use. This thesis argues that the productivity register misses what is most consequential. What is at stake is not whether AI tools make consultants faster, but whether the formation pipeline through which advisory judgment has historically been reproduced — and through which the profession’s legitimacy has been sustained — is being structurally altered in ways the productivity framings cannot detect.

The central claim

At the general level:

Generic AI mediation, under current conditions, proletarianises the situated, answerable judgment on which the legitimacy of professional advisory work rests.

At the specific level:

Generic AI mediation, under current conditions, risks proletarianising the situated, answerable judgment on which the legitimacy of European infrastructure advisory rests — and on which its obligations to publics and futures depend.

Proletarianisation is taken from Bernard Stiegler (reworking Marx): the selective displacement of savoir-faire — practical know-how, professional judgment, the capacity to contribute — into technical systems the worker does not own. The displacement is not total; it is formative. It does not eliminate the advisory workforce but progressively absorbs the expertise that constituted its professional identity, replacing contributory expertise with interactional fluency — the capacity to work with AI outputs without the independent cognitive ground required to evaluate them.

The framework

The thesis develops a philosophical framework drawing on:

The framework is applied through the Chartered Management Consultant (ChMC) three-stage formation scaffold — Foundation (years 1-5), Applied (years 5-12), Chartered (year 12+) — as the institutional architecture through which professional formation has historically been reproduced.

The stage-by-stage analysis

Chapter 7 applies the framework to each ChMC stage and identifies three distinct transformations:

Foundation stage - the apprenticeship blow. The formative tasks at this stage (drafting, modelling, structuring, presenting) are precisely the tasks AI mediation absorbs most efficiently. Junior consultants are still hired and assigned; what changes is the formative content of what they do. AI-assisted production of competent outputs is not formation. The medical education literature calls this never-skilling — the failure to develop foundational competency, distinct from the deskilling of experienced practitioners. False proficiency names why the deficit is invisible to productivity metrics: the performance looks adequate until the support is withdrawn.

Applied stage - moat erosion. The polished deliverable has historically been the visible expression of the firm’s distinctive analytical contribution. Generic AI mediation produces that expressive layer rapidly and competently, compressing the advantage the deliverable once demonstrated. The Applied consultant’s contribution now has to be demonstrated through what is behind the deliverable — analytical judgment, relational grasp — rather than through the deliverable itself.

Chartered stage - disintermediation and relational erosion. Clients building in-house AI capability compress the scope of engagements commissioned from advisory firms. The immediate pressure is on revenue; the longer-term pressure is on the relational fabric through which senior judgment has historically been transmitted. The pipeline rupture at Foundation propagates forward: the senior practitioners of two decades hence are the Foundation-stage consultants of today.

Four scenarios

Chapter 8 constructs four scenarios as philosophical thought-experiments:

Scenario Expertise held by AI ownership
Commodity Advisory AI systems Commercial Anglo-American platforms
Digital Twin Economy AI systems European/firm-governed systems
Artisanal Advisory Human practitioners Used but bounded
Disintermediated Clients Human practitioners (in-house) Client-side

Seven cross-scenario findings hold regardless of which trajectory unfolds: the contributory/interactional distinction determines professional value in all four; the formation question becomes inescapable; sovereignty pressure operates at multiple scales; the third box persists; explicit legitimacy narration becomes required; extraction operates structurally; and the Applied stage has no safe trajectory in any scenario.

Contributions

  1. A philosophical account of AI-induced proletarianisation of advisory work — the first sustained application of Stieglerian framework to professional consulting
  2. The tacit-as-formation distinction (tacit knowledge as a process of formation, not merely as hard-to-transfer content)
  3. The temporal structure collapse thesis (AI collapses the time of formation, not merely its content)
  4. The first systematic mapping of ChMC competencies against AI substitutability across three career stages
  5. Dual-scale sovereignty analysis (national-cultural and organisational, connected through the same dis-individuating mechanism)
  6. Four scenarios for European infrastructure advisory as philosophical thought-experiments, with seven cross-scenario findings

Recommendations

Differentiated recommendations are developed for four constituencies:

The argument’s limits

The thesis is explicitly conceptual and reflexive rather than systematically empirical. Three limits are registered: single-domain scope (European infrastructure advisory as primary research site), absence of a quantitative longitudinal study of formation outcomes, and the deliberate lightness of the philosophical apparatus (a deeper treatment is deferred to Chapter 3 bis). These limits do not undermine the contribution; they situate it within the wider conversation it is contributing to.

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