Katalyze for Manufacturing Sciences and Engineering Teams
Connect the process you planned to the batch you made.
When recorded execution differs from the intended process, your engineers need to understand why it matters. Katalyze connects process records, materials, and equipment context so they can examine variability and evaluate the next engineering response.
- Feed addition · BR-0412As planned in the master batch recordLater than plannedcompare with BR-0421 and BR-0415Batch record BR-0412 · Feeding record
- Feed addition · BR-0421As planned in the master batch recordLater than plannedBatch record BR-0421 · Feeding record
- Feed addition · BR-0415As planned in the master batch recordAs plannedsame feed lot · comparable titerBatch record BR-0415 · Feeding record
- Feed lot2231-A or 2231-B2231-B on the three batches comparedMaterial record · SAP
- Bioreactor operationProcess and equipment contextLinked · no equipment cause inferredEquipment records · SAP
5 comparisons · planned against recorded · every value with its source
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- Finding the execution details
- Engineers need to reconstruct what happened across process records and system data.
- Relating results to conditions
- A result needs the context of the equipment, materials, and process conditions behind it.
- Comparing sites and batches
- Different equipment and operating conditions can make a simple comparison misleading.
- Evaluating the engineering response
- Engineers decide which differences matter and how to evaluate a proposed process improvement.
Put the knowledge in your systems to work.
Connect the information the job needs. Your existing systems remain the source of truth.
Explore connectors- SAPEnterprise systemsAvailable
- SnowflakeData platformsAvailable
- Veeva VaultDocumentsAvailable
- SharePointDocumentsAvailable
- 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
Examine a change in performance alongside recorded process conditions, equipment context, and material history.
- BR-0410 to BR-0421 · harvest titer
- feed timing · feed lot · inoculum
- BR-0415 · same lot · comparable
- 02
Deviation Investigation
Investigate the difference between the intended process and recorded execution, with the sources in view.
- planned feed · recorded feed · BR-0412
- later than planned · noted on DV-0088
- Investigate · first in order
- 03
Tech Transfer
Compare process requirements with receiving-site equipment and operating context to identify open questions.
- 4 items · Site A against Site B
- bioreactor operation · equipment differences under review
- 4 open
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 Manufacturing Sciences and Engineering team
Your engineers define the issue
Identify the process stage, equipment context, and performance question that need attention.
P-14 · Feeding record · master batch record, Rev 3 - Katalyze
Katalyze connects process knowledge
Bring relevant recipes, execution records, material information, and system data into context.
4 systems · nothing migrated - Katalyze
Katalyze examines the differences
Test possible explanations against the evidence, with batch and operating context kept visible.
3 feeding records · 12 batches - Katalyze
Katalyze drafts the assessment
Draft a technical assessment and proposed follow-up, with source evidence for engineers to check and refine.
feed timing · feed lot · inoculum - Your Manufacturing Sciences and Engineering team
Your engineers evaluate the response
Decide which differences matter and what analysis or controlled change should follow.
compare feed execution across the three same-lot batches - Katalyze
Katalyze preserves the context
Record the run and retain source-linked context that can support the next process question.
run recorded · lineage kept
An MSAT team's view of working with Katalyze.
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- Plant throughput
- Up 25%
- Increased productivity
- 30%
- Higher yield
- Up to 8%
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.


