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J. M. · MSAT lead

Show harvest titer for the twelve P-14 batches by feed lot, with BR-0412's feed times against plan.

  1. Records readFeeding records · Harvest results · Material records
  2. Pieces placed4 tiles · 1 chart · 2 strips
  3. View builtEvery value keeps its lineage

P-14 · Site A · harvest titer

12 batches · 3 sources
Batches12BR-0410 to BR-0421
Lower titer2BR-0412 · BR-0421
On lot 2231-B3BR-0412 · BR-0415 · BR-0421
DV-0088OpenFeed addition later than planned

BR-0412 · feed times against plan

BR-0412 · feed times against plan: six feeds recorded against 09:00 planned; Feed 3 · 11:40, 2 h 40 min later than planned.
FeedRecordedPlanned
Feed 109:1009:00
Feed 209:0509:00
Feed 311:4009:00
Feed 409:0009:00
Feed 508:5509:00
Feed 609:0509:00
Harvest titer
Feed lot

Sources Feeding records · Harvest results · Material records

Recognize a pattern. Challenge an explanation. Decide what to do next.

01

Recognize a pattern

Review records · Monitor activity

P-14 · batch records

12 batches
J. M.Group the batches by feed lot, with each lot's certificate.

BR-0412 · feeding record

  1. 2026-03-02Started
  2. 03-05 · AMFeed lot corrected to 2231-B
  3. 03-07 · AMDV-0088 issued
  4. 03-16 · AMHarvest sample to QC
  5. 03-16 · KSMargin note: feed 3 added late, see DV-0088
  6. 03-17Manufacturing review signed
  7. 03-18 · KSQA review
P-14 · batch records, grouped by feed lot
BatchFeed lotCertificateHarvest titer
BR-04102231-A0088Comparable
BR-04112231-A0088Comparable
BR-04132231-A0088Comparable
BR-04142231-A0088Comparable
BR-04162231-A0088Comparable
BR-04172231-A0088Comparable
BR-04182231-A0088Comparable
BR-04192231-A0088Comparable
BR-04202231-A0088Comparable
BR-04122231-B0091Lower
BR-04152231-B0091Comparable
BR-04212231-B0091Lower

Bring every record that bears on a question into one view, then reshape it by asking until the pattern shows.

  • Every batch side by sideFeed lots and results read straight from the batch records.
  • Reshaped by askingName the grouping, sort or column, and the view follows.
  • Activity as it was recordedEach batch's dated entries, as its record carries them.
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02

Challenge an explanation

Search and question in plain language

Lot 2231-B · 3 batches

3 sources
J. M.Why was harvest titer lower on BR-0412 and BR-0421?
BatchFeed additionHarvest titerCertificate
BR-0412Later than plannedLower0091
BR-0415As plannedComparable0091
BR-0421Later than plannedLower0091

On both, the feeding record shows feed 3 later than the master batch record planned; on BR-0412 at 11:40 against 09:00.

Both recorded lower harvest titer than the other batches in the set. BR-0415, fed as planned, was comparable.

All three used feed lot 2231-B, under certificate 0091. The comparison does not separate feed timing from the lot.

  1. 1Feeding recordsBR-0412 · BR-0421
  2. 2Harvest resultsBR-0410 to BR-0421
  3. 3Material recordLot 2231-B

Ask why, and each part of the answer points to the cells it was read from, so you can test it against the record.

  • Questions in your wordsAsk the connected data what you would ask a colleague.
  • Answers that keep their sourcesEach part is numbered to the record it came from.
  • The limits in plain sightGaps in the records are named, not smoothed over.
Explore Connectors
03

Decide what to do next

Interact with operational workflows

DV-0088 · Feed addition later than planned

Open

Issued 2026-03-07 · AM · BR-0412

Investigate1
Feed timingFeeding records · BR-0412 · BR-0421
Compare1
Feed-lot variationMaterial record · Lot 2231-B
Review2
Inoculum conditionSeed-train records
Analytical contextHarvest results · Sampling and method
Actions
BR-0412BR-0415BR-0421
Draft 2 for reviewRevised · J. M., MSAT lead

Turn the view into an application for the investigation, and take the next step with the evidence in front of you.

  • Explanations by stateEvery explanation under investigate, compare or review.
  • Actions with an ownerOpen the next step, or request the data that is missing.
  • A draft to inspectRead it beside the evidence it rests on, and refine it.
Explore Agentic Solutions
From an MSAT team

Katalyze transformed our work by adding AI-powered insights to improve the yield. We can also identify root causes for deviations faster.

Tara A, MSAT Data Science ManagerTara AMSAT Data Science ManagerSee customer results
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  1. 01MSATP-14 explanations
  2. 02QualityReview queue · BR-0412
  3. 03Manufacturing Sciences and EngineeringFeed additions · lot 2231-B
  4. 04CMCP-14 process knowledge
  5. 05CDMOClient package · P-14
  6. 06Digital and ITRun sources · 2026-03-18
  7. 07Enterprise AI leadersOne Context Layer, four jobs

  • P-14 explanations

    MSAT
    MSATMap the explanations for the lower titer to the evidence behind each.
    QuestionWhy was harvest titer lower in these batches?
    1. H1 Feed timingInvestigatelater in both lower batches
      Feeding records · BR-0412 · BR-0421
    2. H2 Feed lot 2231-BComparenot established
      Material record · certificate 0091
    3. H3 Inoculum conditionReviewseed-train records
      Seed-train records · BR-0410 to BR-0421

  • Review queue · BR-0412

    Quality
    QualityEverything flagged on BR-0412 and DV-0088, with what has been decided.
    Items5
    Decided4
    Open1
    1. FlaggedFeed addition · BR-0412 · Feeding recordConfirmed · K. S. · 03-18
    2. In reviewCertificate 0091 · lot 2231-BOn file · covers the attributes it lists
    3. In reviewCertificate 0088 · lot 2231-AOn file · comparison context
    4. OpenDV-0088 · harvest titer lowerOpen · findings drafted for review
    5. In reviewInvestigation summary · draft 1Revised · J. M. · 10:12:36

  • Feed additions · lot 2231-B

    Manufacturing Sciences and Engineering
    Manufacturing Sciences and EngineeringPlanned against recorded feed additions for the three batches on lot 2231-B.
    PlannedRecorded
    1. Feed addition · BR-0412As planned in the master batch recordLater than plannedCompare with BR-0421 and BR-0415
    2. Feed addition · BR-0421As planned in the master batch recordLater than planned
    3. Feed addition · BR-0415As planned in the master batch recordAs plannedSame feed lot · comparable titer
    4. Feed lot2231-A or 2231-B2231-B on the three batches compared
    5. Bioreactor operationProcess and equipment contextLinked · no equipment cause inferred

  • P-14 process knowledge

    CMC
    CMCWhat the master batch record defines beside what the batches show.

    P-14 · master batch record, Rev 3 · March 2026

    1. Feed strategyDefined Defined in the master batch recordObserved Feed addition later than planned on BR-0412 and BR-0421P-14 master batch record, Rev 3 · Feeding records
    2. Feed materialDefined Lots 2231-A and 2231-B · certificates 0088 and 0091Observed Composition data for 2231-B not in the review setMaterial record · certificates
    3. Harvest titerDefined The analytical record's measureObserved Lower on BR-0412 and BR-0421 · comparable on BR-0415Harvest results · Snowflake
    4. Analytical contextDefined Sampling stage and method as definedObserved Checked before the comparison is readHarvest results · analytical record
    5. The literatureDefined Cell-culture media variabilityObserved Informs the hypotheses · establishes nothing about a batchPubMed · ScienceDirect

  • Client package · P-14

    CDMO
    CDMOWhat we owe the client on P-14, by stage and by reviewer.
    1. Batch comparison · BR-0410 to BR-0421Harvest results · Feeding recordsAssemblingFor reviewThe client's MSAT
    2. Material evidence · lots 2231-A, 2231-BCertificates 0088, 0091 · SAPAssemblingFor reviewThe client's quality team
    3. Investigation findings · DV-0088 · draft 1run 2026-03-18-0412DraftingFor reviewThe client's quality team
    4. Transfer questions · Site A to Site B4 items · 4 openOpenFor reviewThe client's MSAT

  • Run sources · 2026-03-18

    Digital and IT
    Digital and ITEvery system this run read, and where the data stayed.
    1. SAPmaterial master · lots 2231-A, 2231-B · equipment recordsReadsStays in SAP
    2. Snowflakeharvest results · BR-0410 to BR-0421ReadsStays in Snowflake
    3. Veeva VaultP-14 master batch record, Rev 3 · DV-0088ReadsStays in Veeva Vault
    4. SharePointthe batch record scans · BR-0412, BR-0415, BR-0421MovesTo Document Intelligence
    5. Outlookcertificate-0091.pdf · certificate-0088.pdfMovesTo Document Intelligence
    6. PubMedcell-culture media variabilityReadsThe literature
    7. A configured destinationthe reviewed fields of the feeding recordsPublishesAfter your experts' review
    Context LayerEvery value keeps its lineage

  • One Context Layer, four jobs

    Enterprise AI leaders
    Enterprise AI leadersWhich context each job draws on, and what it adds for the next.
    Adds Draws on
    1. 01 Document Intelligence
    2. 02 Deviation Investigation
    3. 03 Yield Optimization
    4. 04 Raw Material Characterization
    01Document Intelligence02Deviation Investigation03Yield Optimization04Raw Material Characterization
    1. Batch records
    2. Feeding records
    3. Certificates of analysis
    4. Batches
    5. Deviations
    6. Harvest results
    7. Master batch record
    8. Materials and lots
    9. Feed timing
    10. Literature
    11. Suppliers
    12. Composition data
    13. Material requirements
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