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Agentic Solutions

Put Katalyze to work on your next operational challenge.

Delegate defined work to governed agents that assemble evidence, test hypotheses, and draft evidence-backed documents and action plans for review. Your scientists and engineers guide the work and apply the results to the questions, decisions, and improvements ahead.

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Deviation Investigation · DV-0088 · batch BR-0412 · product P-14run 2026-03-18-0412Recorded
  1. 01Put to workDeviation Investigation on DV-0088by J. M., MSAT lead
  2. 02Ground truthContext Layer queried · 4 sources12 batch records read · every value validated · 1 flagged
  3. 03Hypotheses2 tested against 12 batchesin a proposed order · neither established
  4. 04Draftinvestigation documentation and proposed follow-upevery line cited · for review
  5. 05ReviewedRevised · J. M. · 10:12:36recorded, with its owner
Where the time goes

The next improvement needs your expertise.

The work of bringing medicine to patients depends on people who can recognize a pattern, challenge an explanation, and decide what to do next. Their expertise deserves time to make a difference.

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The jobTodayWith Katalyze

Deviation Investigation

Manual preparation competes for the investigator's attention.

More of the investigation on the possible causes and the response.

Yield Optimization

Variability goes unexplained while the evidence is assembled by hand.

What the findings mean for yield, not the assembly behind them.

Raw Material Characterization

Material and supplier differences arrive out of context.

Judgment on the variability that matters for the process.

Tech Transfer

Process knowledge and its evidence do not travel to the next site.

Open questions resolved and the receiving operation prepared.

Results

More capacity for the work ahead.

Put more of your team's time into the questions and decisions that move the operation forward.

See customer results
Tenured scientists and engineers behind the agents
100+
Deviation investigations, in half
50%
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 Manager
What agents do

Governed agents work together on defined operational work.

Your teams delegate the assembly work while retaining judgment and decision-making authority.

See it in the platform
Ground truth · DV-00884 sources · 12 batch records
  • Feed 3, recorded11:40 · planned 09:00Batch record BR-0412 · Feeding recordvalidated
  • Feed lot2231-BSAP · material mastervalidated
  • Harvest titerLowerHarvest results · Snowflakevalidated
  • DeviationDV-0088 · openVeeva Vault · deviation recordvalidated
  • Composition data, lot 2231-BNot in the review setCertificate 0091flagged, not assumed
How the work is governed

Every action has an owner.

Access is controlled, each run is recorded, and your scientists retain review and approval authority. Katalyze constrains agents to the right data and tools, records how work was performed, and keeps experts in control.

How compliance works
Deviation Investigationas configured
Performs
Assembles and validates the evidence behind possible explanations; drafts the investigation documentation and the proposed follow-up for review.
Reads
Batch records, through Document Intelligence · Veeva Vault, the deviation record · SAP, the material master · Snowflake, the harvest results
Works within
A defined workflow, against approved sources. Access is controlled; nothing moves downstream without a person.
Records
Each run, with its owner, its sources and every decision.
Review · DV-0088 · draft 11 comment
02Feed-lot variationCompareMaterial record · lot 2231-B · certificate 0091
J. M.

Don't call the lot the cause. Compare feed timing across all three batches that used it.

RevisedJ. M. · MSAT lead · 10:12:36

run 2026-03-18-0412 · owner J. M. · 1 flagged · 1 comment · draft 2 for review

The Context Layer

Value compounds as Katalyze supports more of your operation.

Connected context that teams reuse as they extend Katalyze to additional operational jobs. Every solution runs on the same platform.

Explore the Context Layer

Within an Agentic Solution, the document set is defined by the job.

For Deviation Investigation on DV-0088 the set is the batch records, read through Document Intelligence, and the system data Connectors bring in beside them: the deviation record from Veeva Vault, the material master from SAP, the harvest results from Snowflake. For Yield Optimization, recipes and process records. Each query goes to the Context Layer, and each answer is validated against the record it came from.

Queries · DV-0088the solution's own, validated against source
QueryAnswerValidated against
Which batches used feed lot 2231-B?BR-0412, BR-0415, BR-0421SAP · material master
Which of them recorded feed 3 later than planned?BR-0412, BR-0421 · BR-0415 as plannedFeeding records · BR-0412 · BR-0415 · BR-0421
What is on record for lot 2231-B?Certificate 0091 · on fileCertificate 0091 · Document Intelligencecomposition data not in the review set · flagged

The Context Layer established for the first use case can be reused and expanded for subsequent ones.

Start with Document Intelligence or one Agentic Solution. What it established is there for the next job, and the next adds its own.

Document Intelligence01Batch recordsCertificates of analysisLab reportsDeviation Investigation02BatchesDeviationsRecipeProceduresBatch recordsLab reportsYield Optimization03Process dataMaterials and lotsLiteratureRecipeBatchesRaw MaterialCharacterization04SuppliersSamplesSpecificationMaterials and lotsCertificates of analysisLab reports
The four Agentic Solutions

Investigate deviations, improve yield, characterize raw materials, support Tech Transfer.

Four Agentic Solutions run on the platform today, each performing one defined operational job through a governed workflow on the same Context Layer.

Solutions overview
  • 01

    Deviation Investigation

    Enables experts to spend more of an investigation understanding possible causes and determining the response.

    Agents assemble evidence and help draft investigation documentation for review, reducing the manual preparation that competes for their attention.

    Explore
  • 02

    Yield Optimization

    Empowers scientists and engineers to investigate variability and evaluate process improvements.

    Agents assemble relevant evidence and test possible explanations, so experts can concentrate on what the findings mean for yield.

    Explore
  • 03

    Raw Material Characterization

    Enables teams to examine material and supplier differences in context.

    Experts can apply their judgment to the variability that matters for the process.

    Explore
  • 04

    Tech Transfer

    Enables teams to carry process knowledge and supporting evidence into the next site or program.

    Experts can focus on resolving open questions and preparing the receiving operation.

    Explore
Questions

Questions about Agentic Solutions.

What makes a solution agentic, how experts work with the agents, and what happens when you add the next one. The full set of answers is in the FAQ.

All questions and answers

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More time for the work that needs your expertise.

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.

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