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AI & Data

SupRM Intelligence: AI for Supplier Decisions.

Sanofi2026 - Present

An enterprise AI assistant I led at Sanofi, SupRM Intelligence reached 80 unique production users and 572 conversations in its first six months. It supports decisions across 61 strategic suppliers and 34 Key Supplier Managers. I built its evaluation framework, reusable agent tools, and supplier performance reporting.

80

unique production users in the first six months

572

conversations in the first six months

97.9%

production evaluation pass rate

6+

AI products using shared capabilities

Skills used

AI Product StrategyAI Agent DevelopmentEvaluation DesignLLM OrchestrationData EngineeringWorkflow DesignProduct Analytics

chapter 01 —

An assistant for supplier decisions.

SupRM Intelligence supports supplier decision-making across 61 strategic suppliers and 34 Key Supplier Managers. I led its development and designed the supporting evaluation, reporting, and reusable agent capabilities. The work connects AI product delivery with measurable adoption and answer quality.

chapter 02 —

Make the answers useful and accountable.

Supplier performance and governance work spans different reporting cadences and information sources. I focused on making the assistant useful for day-to-day decisions while giving the team a repeatable way to assess answer quality and tool use.

chapter 03 —

Product decisions.

The decisions behind the work and the reasoning for each.

Evaluate business questions systematically.

I created an evaluation framework across 18 business scenarios and 25 deterministic checks. It achieved a 97.9% production evaluation pass rate and 100% tool compliance. Redesigning the responses also cut representative answer length by 65%.

Build capabilities other AI products can reuse.

I architected shared agent tools and orchestration capabilities used by 6+ AI products across budgeting, risk, compliance, procurement, and supplier management.

Build reliable reporting across cadences.

I developed supplier performance reporting across weekly, monthly, quarterly, and annual workflows, reconciled 1,822 historical metric records, and backfilled 211 missing reporting periods.

Keep proposed actions under human review.

I piloted a governed workflow that turns supplier files into action proposals for people to confirm, revise, or dismiss before an action is created.

chapter 04 —

What these results show.

the honest caveats —

  • The adoption totals cover the first six months, not lifetime use.
  • The 97.9% pass rate measures defined evaluation scenarios, not every possible supplier question.
  • This public case study uses aggregate outcomes and does not show supplier records or internal screens.