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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.

Process performance · deviation investigation · material variabilityP-14 · fed-batch culture · March 2026

Why was harvest titer lower in these batches?

  1. H1 · Feed timingfeed addition later than planned on BR-0412 and BR-0421Feeding records · BR-0412 · BR-0421TestingInvestigate · later in both lower batches
  2. H2 · Feed lot 2231-Bused on BR-0412, BR-0415 and BR-0421; BR-0415 comparableMaterial record · certificate 0091TestingCompare · not established
  3. 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.

The working week

Where your team's time goes.

Finding records, reconciling details, and writing up findings leave less time for the next technical question.

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March 2026Fri 20
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.
Your systems

Put the knowledge in your systems to work.

Connect the information the job needs. Your existing systems remain the source of truth.

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Where to start

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
  1. 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
  2. 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.
  3. 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
Who does what

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
  1. 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?
  2. 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
  3. Katalyze

    Katalyze tests possible explanations

    Evaluate hypotheses against the connected evidence and surface missing or uncertain information.

    H1 investigate · H2 compare · H3 review
  4. 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
  5. 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
  6. Katalyze

    Katalyze records the work

    Keep the run recorded and the operational context available for subsequent investigations.

    run 2026-03-18-0412 · 5 actions
Customer experience

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%
Questions

How Katalyze fits your team's work.

Explore the records, responsibilities, and review process behind the work.

More questions and answers
Book a demo

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.