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AI agents for supplement and health food quality teams

We build agents that read incoming Certificates of Analysis, check them against your specifications, and prepare batch records for release — with your quality unit signing off on every disposition.

AI, the KEEY GREDIENTS in the success of your quality operations.

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See the exception, not just the document

Every result stays beside its method, limit and source, so the reviewer confirms rather than transcribes.

Supplier CoA mapped to your specification

Lot TX-4471, turmeric extract

  • Identity (botanical)

    In spec
    Specification
    Conforms to reference
    Reported
    Conforms
    Method
    HPTLC
  • Assay, curcuminoids

    In spec
    Specification
    ≥ 95.0 %
    Reported
    96.4 %
    Method
    HPLC
  • Lead

    In spec
    Specification
    ≤ 0.50 ppm
    Reported
    0.11 ppm
    Method
    ICP-MS
  • Arsenic

    In spec
    Specification
    ≤ 1.00 ppm
    Reported
    0.28 ppm
    Method
    ICP-MS
  • Cadmium

    Out of spec
    Specification
    ≤ 0.30 ppm
    Reported
    0.41 ppm
    Method
    ICP-MS
  • Mercury

    In spec
    Specification
    ≤ 0.10 ppm
    Reported
    0.02 ppm
    Method
    ICP-MS
  • Total plate count

    In spec
    Specification
    ≤ 10,000 cfu/g
    Reported
    1,300 cfu/g
    Method
    USP <2021>
  • Yeast and mould

    In spec
    Specification
    ≤ 1,000 cfu/g
    Reported
    40 cfu/g
    Method
    USP <2021>
  • E. coli

    In spec
    Specification
    Absent in 10 g
    Reported
    Absent
    Method
    USP <2022>
  • Residual ethanol

    In spec
    Specification
    ≤ 0.50 %
    Reported
    0.06 %
    Method
    GC-HS

One parameter falls outside the specification. The lot stays held until a qualified reviewer decides. The agent does not release it.

The work quality teams actually do

Most of a quality week is reading. Certificates of Analysis arrive from every supplier in a different layout, with different parameter names, different units and different methods, and someone has to sit with each one and check it line by line against the internal specification.

Specifications live in spreadsheets, revisions live in email, and the batch production record runs to hundreds of pages that have to be reviewed before anything ships. The work is careful and repetitive at the same time, which is exactly where attention runs out.

While the review queue sits, finished goods sit with it. Release delays hold inventory, hold cash, and push out ship dates you have already promised to a brand owner.

Incoming CoA review and ingredient release

Identity, potency, heavy metals, microbiological limits, pesticide residues, residual solvents and allergens — read from the supplier document and placed next to your own limits.

  1. AgentStep 1

    Supplier CoA arrives

    The document lands by email or in your shared drive, in whatever layout that supplier uses.

  2. AgentStep 2

    Read and extract

    Every parameter, method, unit and reported value is pulled from the document, with the source location kept alongside each value.

  3. AgentStep 3

    Map to your specification

    Extracted parameters are matched to your internal component specification, including synonyms, unit conversions and method equivalents.

  4. AgentStep 4

    Flag results outside the specification

    Each row is marked in spec or out of spec, with the reported value and its source visible so nothing has to be transcribed.

  5. Qualified reviewerStep 5

    Confirm and release the ingredient lot

    A qualified person reviews the prepared comparison and makes the release decision. The agent does not release anything.

Batch record review and release

Under cGMP the quality unit reviews the batch production record before release. The agent works the record ahead of the reviewer so review starts from exceptions instead of page one.

  1. AgentStep 1

    Ingest the batch production record

    The record is read end to end against the master manufacturing record for that product.

  2. AgentStep 2

    Check completeness

    Missing signatures, unsigned verification steps, blank entries and out-of-sequence operations are collected into one exception list.

  3. AgentStep 3

    Reconcile results and deviations

    In-process and finished-product results are checked against the specification, and open deviations are surfaced with the steps they touch.

  4. AgentStep 4

    Prepare the review packet

    An annotated record is handed over, ordered by exception rather than by page, with links back to each source page.

  5. Qualified reviewerStep 5

    Review and disposition the batch

    The quality unit works the exceptions, completes the review and dispositions the batch. Held inventory moves sooner.

Where the agent stops

The agent reads documents, maps them to your specifications and prepares the record.

A qualified person reviews that prepared record and makes every disposition decision.

Every action the agent takes is logged, attributable to a user and a time, and reversible.

Tell us which review is holding your releases, and we will show you the agent on one of your own documents.

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