Keep the knowledge connected.
Link requirements, drawing revisions, quote assumptions, and job outcomes so the next decision has the right context.
Less chasing information. Fewer missed changes. AI agents that connect customer requests, engineering decisions, and production.
Explore a pilotWe’re starting with the handoffs between an RFQ, an approved quote, and a production job.
Explore how an agent could help your team catch a missing requirement or coordinate a drawing revision.
Link requirements, drawing revisions, quote assumptions, and job outcomes so the next decision has the right context.
Agents prepare and coordinate. Your team approves consequential decisions, with the source information available for review.
Verify approved actions against the underlying records. Use corrections and outcomes to improve the next workflow.
I’m Shama Keskar. I’ve built products and led engineering teams across Google, LinkedIn, Amazon, fintech, and startups. More recently, I’ve been hands-on building multi-agent AI systems for retail workflows.
Now I’m bringing that experience to manufacturing—with the belief that smaller businesses deserve practical AI without an enterprise IT team.
Meet Shama on LinkedIn ↗Run a machine shop, fabrication business, or custom manufacturing team? Let’s find one handoff worth improving.
Early-stage development · Focused pilots · Clear success measures