Data & AI executive advisory · Transition CDO / CAIO

Data & AI decisions that hold up to evidence

Ceven Consulting helps executive teams turn data and AI ambitions into governed programmes, working platforms and measurable operating results — from the board paper to the model in production.

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What we do

Four ways of working, one standard: evidence first, decisions with names and dates, and results reported as measured — including the ones that fell short.

AI executive advisory

Turning an AI inventory into a governed, funded programme.

  • AI operating model, governance and decision rights
  • Use-case qualification method: value, feasibility, risk, AI Act exposure
  • Architecture framework, build-vs-buy and vendor challenge
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Transition CDO / CAIO

Taking the Data & AI function through a mandate, a crisis or a hand-over.

  • 30-day diagnostic: systems, budget, platform evidence, incidents, interviews
  • Decision-rights matrix and target structure
  • Second-line office model: standards, monitoring, challenge
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Programme direction & recovery

Stabilising, relaunching and closing data, CRM and IoT platforms.

  • Taxonomy of failures, dated recovery steps, sponsor rituals
  • Adoption tied to managers' own operating indicators
  • Stabilisation separated from evolution; technical debt protected
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Hands-on data science & agentic engineering

Prototypes built personally, then industrialised with the team.

  • Churn, anomaly detection, scoring with explainable outputs in the CRM
  • Economic validation: operating points set on error costs, not accuracy
  • MLOps: deterministic training, parity certification, CI gates
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Track record

Thirty years in data, technology and transformation, twenty of them with international consulting firms; independent since 2017.

17documented cases, 2016–2026, each with problem, action and result
16anonymised work samples available to read
€9.3M2026 AI programme built from a 70-item use-case pipeline
39→86%end-to-end pass rate of a recovered customer platform in five months
Insurance & mutualsUtilitiesFood & beverageAutomotivePharmaPaymentsBankingIndustry

Selected cases

Recent and representative engagements. Each case on the Cases page carries the problem, what was done, what resulted, and the anonymised deliverable.

AI governance & operating model

AI agents governance and controlled autonomy: the Agentic Data Office

Delivered a reference framework with skill and MCP catalogues, agent portfolios, dependency matrices, governance controls, red-team cases and a V0–V3 industrialisation roadmap.

Leading French mutual insurer · 2026
AI governance & operating model

Predictive scoring framework: MLOps and AI Act readiness by design

Batch framework validated by the architecture authority in September 2025; real-time framework validated and generalised to all predictive models, internal or third-party, in April 2026; a 60-term scoring glossary adopted as the reference vocabulary.

Leading French mutual insurer · Nov 2024 – 2026
Transition CDO / CAIO

Data & AI office operating model: transition mandate

Delivered the diagnostic, decision-rights matrix and target structure as the hand-over package; the group entrusted ongoing steering to the deputy in place.

Global electronics manufacturing group · Aug – Oct 2026
AI governance & operating model

AI operating model and use-case method: from 38 use cases to a funded 2026 AI programme

Turned an opaque pipeline into defensible recommendations across about 70 tracked items, including 21 AI-heavy projects in a €9.3M 2026 budget request and a €2.4–3M acceleration programme within a €50M+ multi-year data-and-AI portfolio.

Leading French mutual insurer · Mar 2024 – Dec 2025
Data platforms & data science

Enterprise Data Management proved through a carbon-accounting use case

Governed carbon-accounting data across five functions: completeness and consistency targets met for 95% of volume sold by year-end 2022, then 98% and 99%; the quality dashboard entered production in February 2023, and external reporting followed on the same model.

Global food & beverage group · Jul 2022 – Oct 2023
Programme direction & recovery

Customer-relationship platform recovery: stabilisation, adoption, run

Subscription pass rate raised from 39% in July 2022 to 70% by 20 September and 86% in December; adoption grew from 42% in January 2023 to 66% in October, peaking at 71%.

National water utility, France · Jul 2022 – Oct 2023

All 17 cases

Our perspectives

Eight themes we keep working on, each with a stated position, the engagements it comes from, and papers published as the thinking matures.

All eight perspectives

Bringing data and AI to the core for unlocking your true business potential.

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