CDMO
AI agents for contract development and manufacturing.
Turn quote requests that took a scientist hours into same-day answers, without adding headcount.
A CDMO lives and dies on quote speed, but quoting is exactly the work that pulls a scientist off the bench. The stoichiometry, the ChemDraw, the literature search, all of it eats hours that should go to the work only a chemist can do. We build AI agents that handle the quoting and the lookups so the answer goes back the same day. Everything runs inside Claude Enterprise.
Where the hours go
- Stoichiometric math and route scouting for every inbound quote.
- Literature and patent searches behind each proposal.
- Batch records and the document work that trails a campaign.
One we shipped
A CDMO had quote requests stacking up faster than one scientist could answer them. We put stoichiometric quoting and literature search on an Agentic OS. It reclaimed $150,000 of scientist time, recovered $90,000 from faster quote turnaround, and saved another $24,000 on ChemDraw and search tooling. That is $264,000 in the first year on a $20,000 build, and the agents got faster every week because they kept context between quotes.
CDMO. $264,000 first-year saving. $20,000 build.
Where to go next
See how a single quote workflow grows into a Unified Agentic AI System, and how we handle your data and compliance before anything goes live.
Common questions
What does an AI agent do for a CDMO?
The common first build handles stoichiometric quoting and the literature search behind it, so quotes that took a scientist hours come back the same day. From there, agents take on batch-record drafting and the document work around it.
Does it replace our scientists?
No. It hands your scientists their bench time back. The agent does the math and the lookups, and a scientist reviews and signs off.
How is the cost structured?
A single workflow runs $5,000 to $15,000. A coordinated set of agents with shared memory runs $20,000 to $60,000. You can start with one quote workflow and grow from there.
15 min. 5-day written diagnosis. No deck.