Work through possible causes, with the evidence in view.
For Quality, MSAT, and manufacturing teams
Understanding a deviation can require evidence beyond the deviation record. Katalyze connects it, tests possible explanations, and drafts investigation documentation for experts to review.
Getting the evidence together takes time.
Records sit across functions, systems, and partners. Experts have to find the relevant details and reconcile them before they can assess the question.
How Agentic Solutions work- Finding the relevant records
- Reconciling the event history
- Tracing possible explanations
- Determining cause and response
From the first question to work your team can use.
Katalyze connects evidence, investigates the question, and drafts documents and action plans. Your experts guide the work and decide what follows.
Explore Document IntelligenceSee what supports the finding.
Inspect the supporting records, challenge the interpretation, and see where information is missing. Your experts retain review and approval.
Explore GxP support- 01Possible explanations, in the order to investigate02 · Feed-lot variation
Lot 2231-B is the cause of the lower harvest titer in BR-0412 and BR-0421.
Lot 2231-B is shared by the two lower-titer batches, but the comparison does not establish a material cause. Feed timing also differs. Both remain under investigation.
Jdon't call the lot the cause. Compare feed timing across all three batches that used it.J. M. · MSAT lead - 02Findings, each with its source
- 03Proposed follow-up · draft 1
- PageBatch record BR-0412 · Feeding record
- SourceDocument Intelligence · batch records, read from the page
Customer experience with deviation investigations.
- Deviation investigations, in half
- 50%
- Reduced root cause analysis for deviation caused by raw material
- 25%
- An analysis that took a year and $1.5-3M
- 2 days
Katalyze transformed our work by adding AI-powered insights to improve the yield. We can also identify root causes for deviations faster.
Tara AMSAT Data Science ManagerQuestions about Deviation Investigation.
What the work draws on, what your team receives, and how experts use it.
Start with the question holding work up.
Bring the job you want to move forward and the records you'd like connected. Thirty minutes on how Katalyze would do the work, and where your experts come in.
Or, just a quick chat to run through the product, your call.


