Katalyze for MSAT Teams
Understand why process performance changed.
A change in harvest titer can send scientists back through feeding records, material lots, and batch history. Katalyze brings that evidence together so MSAT can test possible explanations and decide what to investigate next.
Why was harvest titer lower in these batches?
- H1 · Feed timingfeed addition later than planned on BR-0412 and BR-0421Feeding records · BR-0412 · BR-0421TestingInvestigate · later in both lower batches
- H2 · Feed lot 2231-Bused on BR-0412, BR-0415 and BR-0421; BR-0415 comparableMaterial record · certificate 0091TestingCompare · not established
- H3 · Inoculum conditioncompare with the batch resultsSeed-train records · BR-0410 to BR-0421TestingReview · seed-train records
Technical assessment · draft 1 · for review · J. M.
Where your team's time goes.
Finding records, reconciling details, and writing up findings leave less time for the next technical question.
Explore Document Intelligence- Tracing a change across batches
- The result, feeding records, and material history need to be brought into the same view.
- Making comparisons meaningful
- Differences in process stage, materials, or measurement can change what a comparison means.
- Writing up the investigation
- Findings need a clear account of the evidence, reasoning, and proposed next steps.
- Choosing what to investigate next
- Scientists assess explanations and decide what further analysis or experiment is needed.
Put the knowledge in your systems to work.
Connect the information the job needs. Your existing systems remain the source of truth.
Explore connectors- SharePointDocumentsAvailable
- Veeva VaultDocumentsAvailable
- SnowflakeData platformsAvailable
- SAPEnterprise systemsAvailable
- PubMedScientific sourcesAvailable
- ScienceDirectScientific sourcesAvailable
Where Katalyze can support your team.
Connect the knowledge each solution needs, then use it to investigate questions and prepare work for review.
Explore all solutions- 01
Yield Optimization
Compare performance across batches alongside the process conditions and material history that could help explain it.
- 12 batches · BR-0410 to BR-0421
- harvest titer lower · BR-0412, BR-0421
- BR-0415 · same lot · comparable
- 02
Deviation Investigation
Work through possible causes with the relevant records, supporting evidence, and unanswered questions in view.
- DV-0088 · BR-0412 · open
- 4 explanations · in order
- Draft 1 · for review · J. M.
- 03
Raw Material Characterization
Examine material and supplier differences in the context of the batches and process that use them.
- lot 2231-B · certificate 0091
- composition data · not in the review set
- compare feed timing · request the data
Give your team time to work through the hard questions.
Katalyze investigates evidence and drafts documents. Your experts refine the work and decide what follows.
How Agentic Solutions work- Your MSAT team
Your scientists frame the question
Specify the process, performance measure, and batches behind the question.
Why was harvest titer lower in BR-0412 and BR-0421? - Katalyze
Katalyze connects the evidence
Bring the relevant process records, material information, and scientific sources into the Context Layer.
12 batches · 2 lots · 3 systems · lineage kept - Katalyze
Katalyze tests possible explanations
Evaluate hypotheses against the connected evidence and surface missing or uncertain information.
H1 investigate · H2 compare · H3 review - Katalyze
Katalyze drafts the assessment
Draft the technical assessment and proposed follow-up from the investigation, with supporting evidence for scientists to review.
Technical assessment · draft 1 - Your MSAT team
Your scientists decide what to test
Refine the conclusions and decide what further analysis, experiment, or process improvement to evaluate.
Revised · J. M. · compare feed timing across the three same-lot batches - Katalyze
Katalyze records the work
Keep the run recorded and the operational context available for subsequent investigations.
run 2026-03-18-0412 · 5 actions
A customer's view of yield and deviation investigations.
Katalyze has shortened the time required to provide insights that would have taken very long to arrive at or even conceptualize altogether. For example, the Katalyze raw material characterization enabled me to identify not just the lot changes aligned with a shift in yield trends but also the attributes of that raw material that changed from the previous lot. This granular information is essential for me as an expert.
Andrew CMSAT Process Lead - Tetanus USP- Higher yield
- Up to 8%
- Deviation investigations, in half
- 50%
- Plant throughput
- Up 25%
How Katalyze fits your team's work.
Explore the records, responsibilities, and review process behind the work.
More time for the work that moves medicine.
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.


