Higher education
Compliance checks on apprenticeship contracts
Each apprenticeship contract is pre-checked on four axes: duties against the official skills framework, statutory dates, pay, and funding body. Flagged cases are presented for review.

Context
An organisation managing several hundred apprenticeship contracts spread across many sites and programmes.
The problem
Manual, slow and inconsistent regulatory checks, with pay or date errors discovered late.
What we built
A 360-degree view per contract: AI comparison of the declared duties with the skills blocks of the official framework, five date rules from the French Labour Code, statutory pay calculation (minimum wage, collective agreement), cross-check of the funding body against a public API, a calculation chatbot, and a unified dashboard fed by the data warehouse.
Steps
- 01Feasibility study on 270 real contracts
- 02Two separate tools (compliance, calculator) validated by the business
- 03Merger into a single view with 4 checks
- 04Switch-over to the unified data source
Hosting and models
Client's Azure Container Apps; Gemini via LiteLLM for matching duties to skills; date and pay rules without AI.
Services involved
Forward Deployed Engineers · AI in your applications
We name a client only with their written agreement. The budgets and detailed results of our engagements remain confidential.