How it works

Built rigorously. Answered with trust.

Your team approves the Trust Layer once. Then every question your business asks travels through it before reaching your data.

Build lifecycle

How your Trust Layer gets built.

Agami does the heavy lifting. Your team owns the approval. Live in days, not quarters.

Step 1

Build

Agami auto-generates the first draft from your schema.

Step 2

Vet

Your team reviews and approves. Nothing ships unsigned.

Step 3

Deploy

Versioned in Git, shipped through your CI/CD.

Step 4

Secure

Your row and column policies enforced at query time.

Step 5

Auth

Your SSO and IdP. Every answer ties to a human identity.

Step 6

Surface

Answers reach Claude, ChatGPT, Cursor, Copilot, Gemini.

Don't have a data team? Agami can run all six steps as a fully managed service.

Query time

How every question travels through it.

Auth, security, semantic model, query, answer. Every question runs the same gates before reaching your data.

  1. You ask

    “How is gross margin trending vs plan?”

    VP, Finance · Asked in Claude

  2. Auth & security

    finance
    marketing · sales · HR · CRM
    Authorized

  3. Context

    Definition gross-margin
    Memory 14 similar queries
    Validators 4 of 4 passed
    Grounded · 96%

  4. Data

    Plan partition pruned · 1.2M rows
    Policies row + column applied
    Freshness loaded 2h ago
    Executed

  5. You get

    Gross margin · Q2

    62.4%

    ↑ +1.8 pts vs plan

    Core 68%
    Pro 61%
    Ent 58%

    Mix shift to Pro is lifting margin.

    Certified

Quality flywheel

How the Trust Layer learns from every question.

Eval scores in, user feedback in. AI proposes changes; the change passes regression tests before a human sees it; your team approves what ships.

Step 1

Inputs

Eval scores, user feedback, and failed queries feed the loop.

Step 2

AI suggestions

Agami proposes refined definitions and new examples.

Step 3

Regression tests

Changes pass your golden datasets before review.

Step 4

Human validation

Your data team reviews and approves what ships.

Step 5

Trust Layer sharpens

Higher pass rate, sharper next answer.

Continuous loop

See it on your data.

Start a free trial with your own datasources, or book a 30-minute conversation with the founders.

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