Manufacturing AI case studies
What we built inside operating businesses, what has been verified and which outcomes still require measurement. Commercial hypotheses are not presented as proven financial returns.
November 2026 · New case
AI Commercial Director for food manufacturing
A controlled, read-only commercial analysis system for catalog changes, product-market hypotheses and private management reports.
DEPLOYED / READ-ONLY COMMERCIAL AI
From a product catalog to management briefings
Three practical applications, verified initial delivery and a clear account of what has not been measured.
Read the case study ↗MEASURED B2B AUTOMATIONAI sales agent for first-contact work
Another operating case, with reported outreach volumes and the limits of attribution.
Read the B2B sales case ↗Working methods
AI starts with a process, not a promise
Responsible manufacturing AI begins with verified data, limited authority and a measurable baseline.
Manufacturing AI implementation guide (Russian) ↗