IndustriesResearch and life sciences
One audit finding can stop your exports.
Every batch record, result, change and approval is logged with who, when and why, so an inspector can follow any result to its source.
Tested on twenty of your own past batches before it goes live, and kept working as AI changes.
Eashan Gupta, founder. You meet him on the first call.
A sample lab record: every result logged with who, when and why, and an unexplained change stopped until it was signed.
Your week
Your week, as it runs today.
TUE 11:40
An inspector asks who changed a result, and the answer is in a paper notebook.
With AIEvery result, change and approval is logged with who, when and why.
WED 14:20
A deviation report takes two days to write up.
With AIDeviation reports are drafted from the batch record and logs for quality to review.
THU 16:30
A grant deadline lands in the week of an audit.
With AIThe grant draft is built from your publications and early data.
FRI 18:50
Results from three instruments sit in three formats.
With AIInstrument data lands in one place with its details attached.
MON 09:10
A researcher spends Monday reading forty new papers for one question.
With AIThe literature brief arrives with every claim linked to its paper and page.
What it costs
Records an inspector cannot follow.
60%
of the FDA's 2025 warning letters to Indian drug makers cited data integrity
Two more costs
- We can't keep up with the literature.PubMed added 1,567,478 citations in the US fiscal year 2023, about 4,300 a day (US National Library of Medicine).US National Library of, 2023
- Our scientists spend almost half their research time on paperwork.US investigators spent 44.3% of their research time on obtaining and managing federally funded research, up from 42.3% in 2006 and 2012.Federal Demonstration Partnership Faculty, first measured in 2018
What we'd build
Ten systems we'd build for life sciences.
The first three come first. The rest wait until those pass on your own past batches.
- Lab recordFor youResult 2291 logged with who and whyAnalystLoggedA change with no reason, stoppedQA headFor youEvery result tracedSample data · Powered by Agentec
Audit-ready records
- Literature briefReady38 papers read on the questionLibraryReadBrief written, every claim with its pageScientistReadyWhat is not known, listedSample data · Powered by Agentec
Literature brief
- Procedure searchAnsweredCurrent procedure for sample storage?Analyst, searchAskedVersion 7 shown, its change recordedProceduresAnsweredOnly the current versionSample data · Powered by Agentec
Procedure search
And 7 more
Built before
The nearest work we've built.
None of it is in your trade yet.
Conference apps in two languages
Delegates carry the whole day on their phone, in Japanese or English at a tap.
Built for an industry body in Asia Pacific, used at its meetings in Bengaluru and Tokyo.
Before you call
What lab heads ask first.
Does it generate scientific findings?
No. It finds, cites, searches and cleans. Interpretation, validity and anything clinical stay with your scientists. Nothing it writes is a result until a researcher has checked the sources.
Can it run without our data leaving the institution?
Yes. The agents and models can run on a machine inside your network, and the databases it searches are the ones you already subscribe to, under your access.
Who decides what gets built first?
You do, after 45 minutes with Eashan. We bring the week we counted and the first three we would build, and you pick the one that matters most to you. Nothing is built until you say yes in writing.
Who says yes before anything goes out?
The person who owns that job at your company today. You name them when we write the rules with you. Inside those rules the AI agent acts at once. Anything outside them waits for one tap from the person named, on their phone, ready to approve or to change.
What does it cost?
There is no price on this page, because it depends on the work. After 45 minutes with Eashan you get a written proposal with the scope, the test it has to pass, who works on it and one fixed price, before any work.
It works today. We keep it working tomorrow.
How it works- Work it out, most consultants stop here
- Build it, most software firms stop here
- Run it
- Answer for it
- We stay
45 minutes with Eashan, on your lab.
The people who live with the problem come too. You leave knowing what we'd build first, and why. Nothing to sign.
What stays yours
- Your accountsin your company's name
- Your codeevery line of it
- Personal dataabout your customers and staff, on your own machine unless you approve otherwise in writing
- Plain files and a how-to guideif you stop
Eashan Gupta, founder. You meet him on the first call.