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How much rope, and who holds it

Autonomy is a dial your team turns.

Agents read live state, plan, act through your APIs, then check what changed — one notch at a time.

Reversible by design Evidence on every step Raised only by you
The loop

Sense, plan, act, verify.

The gate sits on act — never on sense or plan. The agent may think as hard as it likes.

Senseprimary records Planevidence per step Humangate Actyour APIs, your IAM Verifycheck what changed THEN DO IT AGAIN Reading is free · changing state waits for a named person Senseprimary records Planevidence per step Human gate Actyour APIs, your IAM Verifycheck what changed THEN DO IT AGAIN

Sense

Primary records on your side. No scraped dashboards.

Plan

Steps committed up front. Below your bar, it halts and says why.

Act — gated

A reversal path exists before it can fire.

Verify

Checks what changed. A copilot stops; this closes the loop.

The rungs

Nothing arrives at full autonomy.

Each class of action starts at the bottom and climbs only on your own numbers.

Rung 1

Recommend only

The agent proposes; a person acts. Every disagreement logged.

Rung 2

Execute on approval

Staged and quantified. A named approver signs once.

Rung 3

Run within policy

Unattended inside your thresholds. Cross one and it parks.

Moving up a rung is your team's call. gothink.ai never widens an agent's authority on its own, in a release note, or by default.

What “gated” means

Reading is free. Changing state is not.

Runs freely

Anything that only observes

Detection, attribution, forecasting, drafting — continuous and unattended.

Time to surface overspendnot measured
ApprovalNone
Waits for a person

Anything that changes state

A purchase, a posted entry, a lifted payment block — held for a named human.

Who approvesA named person
Before it can fireReversal path

Budgets and blast radius

Caps per run, allow-listed operations, and a kill switch you own.

Replayable, step by step

Inputs, tool calls, cost and the approver's name — in your systems.

Scored before it ships

Your ground truth reruns on every model or tool change.

The same idea, one layer down

A confidence gate on every field.

You set the bar per field and document type. Doubtful values go to a steward, not the database.

  • Raise the bar: more goes to review
  • Lower it: more goes straight through
  • Either way, the trace records which happened
See the confidence gate →
FIELDS · ILLUSTRATIVE your bar Above · published, page-cited Below · to a named steward
Gothink AIR Loop

Better on its own — inside your guardrails.

Gates decide what an agent may do. The Loop decides what it may improve.

1

Maker

Proposes one small, reviewable change

2

Checker

Reviews it independently

3

Scored test

A test that can fail the work decides

4

Memory

Lessons carry into the next run

Hard stops

Every unattended run is bounded. Cross a limit and it halts.

Provably right, not confidently wrong

Accepted because it passed the test — not because the model said so.

A free pilot, before any licence

Three gates. Ninety days.

Then priced per unit (document, decision, receipt), never per seat, plus an annual platform fee; quoted after scoping.

Free · days 0–30

Prove

Your documents, labelled by your experts. Your straight-through rate is measured here; we publish no figure until it is measured.

Free · days 31–60

Expand

More document types; gate thresholds set by your risk function.

Free · days 61–90

Industrialize

Into your own estate. We stop at day 90 if targets are missed.

Turn hand-found work into a governed capability.

Walk through the loop, the rungs and the gates with our engineers.