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AI agents that do the work.

Built into the systems you already run. Live in the first sprint. Measured on one number you choose.

Illustrative agent run. The agent reads the case, finds what is wrong, stops at the approval limit, waits for a named person, then posts and writes everything to the case file.

Agent runINV-30417Illustrative
  1. Invoice INV-30417 received: AED 1.21M, supplier 4471Received
  2. Matched to purchase order and goods receiptMatched
  3. Goods receipt short by 40 units. Variance AED 48,200Variance
  4. Over the AED 25,000 limit. Needs a controller’s sign-offHeld
  5. Evidence attached: PO, receipt, delivery note, supplier emailAttached
  6. Approved by finance controllerSigned off
  7. Posted with a partial-receipt hold. Credit-note email draftedPosted
  8. 12 entries written to the case fileRecorded

Access

Within scope
  • ERP · read
  • Email · draft
  • ERP · post after sign-off
  • Payments · none

8 of 8 actions inside scope

Sign-off

Approved

Variance AED 48,200 · limit AED 25,000

Approved by finance controller in 42s

Record

Audit-ready

Case INV-30417 · 12 entries

Evidence pack ready for audit

Built by engineers and operators from

  • Meta
  • Robinhood
  • OpenAI
  • Netflix
  • Jump Trading
  • Amazon Research
  • JPMorgan
  • Stanford
  • Waterloo
  • Northwestern

Three practices

Deploy the agents. Train the models.
Keep both inside your boundary.

One field team. Real systems, real rules, real documents.

Deploy

Agents inside your ERP, case system and inbox. A person signs off above every limit.

Case fileINV-30417
  1. Invoice received, done09:41:02
  2. Matched to order, done09:41:03
  3. Variance flagged, done09:41:03
  4. Held for sign-off, done09:41:04
  5. Evidence attached, done09:41:05
Finance controller
  1. Approved by controller, to do09:41:46
  2. Posted with hold, to do09:41:47
  3. Credit-note email drafted, to do09:41:47
  4. 12 entries written, to do09:41:47

Waiting on the finance controller

Held for sign-offINV-30417

Variance AED 48,200

Limit
AED 25,000
Evidence
4 documents
Prepared by
Agent · Invoice exceptions
Approver
Finance controller

Environments

Training environments and evals for AI labs. Built from real enterprise work, graded by the people who do it.

Episode 0412Synthetic

Post invoice INV-8812. Hold it if the delivery is short, and draft the credit-note request.

  1. erp.search_po("INV-8812")

    → PO-5521 found

    Pass
  2. portal.get_delivery("ASN-301")

    → 36 of 40 units

    Pass
  3. erp.post_invoice(hold=true)

    → Posted on hold

    Pass
  4. mail.draft(supplier)

    → Credit-note amount missing

    Fail
Grader0.75

3 of 4 checks

Every agent action

Scoped. Signed off. On the record.

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How we work

Three commitments.

  1. 01

    Your systems stay.

    We build on what you already run. Nothing ripped out, nothing migrated.

  2. 02

    Your data stays.

    Your cloud, your choice of model. Nothing you share trains anyone else’s model.

  3. 03

    We stay.

    We agree the number up front and stay until it moves.

Contact

Start with one workflow.

Tell us where work waits. We’ll reply in writing: whether an agent can clear it, and what it takes.

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