A stability program is a calendar that runs for years. Every batch on study has a condition matrix, a timepoint schedule, and a set of tests at each pull, and the lab has to hit every pull on the exact right day. Most labs manage that in a spreadsheet that one person understands.

Results scatter across the tests that generate them. Assay from chromatography, dissolution from dissolution system, micro from the micro lab. And someone must assemble the timepoint by hand to the trend.

Labbit builds the protocol as a controlled entity, generates pull worklists from the schedule, routes pulled samples into the right test workflows, aggregates results per timepoint automatically, and runs ICH Q1E regression with out-of-trend flagging. The shelf-life projection updates as data lands.

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