Case studies

Manufacturing

Manufacturing – Food & Beverage Co-Packer: Batch Recipe & Compliance AI

Timeline: Build: 10 weeks. Deploy: facility pairs. Optimization: 8 weeks SKU library.

Business overview

Industry: food co-packing. Complexity: private-label SKUs, allergens.

Common pain points

Email recipe drift, manual COA checks, audit scramble.

Full AI automation system (PrimeAxiom solution)

Recipe Graph Agent, Allergen Agent, Batch Sheet Agent, COA Agent.

Automation workflow (detailed system flow)

1. Recipe change approved.
2. AI diffs ingredients.
3. Floor sheets updated.
4. Lot scans on intake.
5. COA match.
6. Release to production.
7. Traceability archive.

AI agents & logic

Version Agent, Safety Agent, Doc Match Agent.

Technical architecture

Graph DB for recipes, vision/PDF parsing, controlled LLM prompts.

Tools & integrations

ERP batch module, LIMS hooks, PostgreSQL, OpenAI, QR floor terminals

Results

Wrong-batch incidents −83%; allergen review time −67%; COA mismatch catch +2.1x faster; audit prep −54% hours.

Timeline

Build: 10 weeks. Deploy: facility pairs. Optimization: 8 weeks SKU library.