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Product

Experts ecosystem

An AI that knows its limits is only half the product. The other half is the verified human who picks up exactly where it stopped: they review the decision, sign it with reasoning, and hands your agent back the green light.

Verified humans Async-first No project access needed for most reviews All-inclusive rates

Escalation is a feature, not a failure

Most AI tools answer everything with the same confidence, whether they should or not. Sapilon's agent is governed: when an action exceeds what your account's expertise covers, it refuses to guess. It rolls the change back, explains itself, and offers to put the decision in front of a qualified human.

That refusal only works if a human is actually reachable. The experts ecosystem is the receiving end: a network of verified specialists who turn a blocked agent into an unblocked one, usually without ever opening your project.

Verified humans only

Every expert applied, was reviewed, and had their background verified by Sapilon before touching client work. No self-declared seniority.

No open-ended access

Hands-on work runs under a scoped, time-limited project access grant. It names the project and the expert, expires on its own, and revoking it is one click.

Everything audited

Briefs, verdicts, reasoning, and any hands-on session land in the same audit trail as every AI action: logged, diffable, reversible.

Async-first

No calls to schedule, no calendars to align. Reviews move as fast as a qualified human can read a brief and decide.

From blocked to unblocked, end to end

A closed loop, not a support ticket. Five steps from the agent stopping itself to the agent carrying on with a human decision behind it.

  1. 01

    The agent stops itself

    When a change is above the account’s declared expertise (a schema change on a live system, an unusual dependency, a security judgement), the governed gate blocks it. Changes are rolled back and the intent is captured as a task.

  2. 02

    You forward it

    You pick an expertise area, never a person. Sapilon routes the task to a verified human with that expertise who is available to take it.

  3. 03

    The expert reads a brief

    An AI-generated review brief carries everything needed to decide: what you asked, what the agent was about to do, why it was blocked, and where the project stands. Most reviews need no access to your project at all.

  4. 04

    You get a verdict

    The expert decides: approve, approve with changes, reject, or ask for more information. Reasoning is required for everything except a plain approve, so you always know why.

  5. 05

    Your agent resumes

    The verdict lands in your chat as a “Response from Expert” step. An approval clears the gate exactly once, for exactly the captured action. A rejection feeds the reasoning back to the agent so it proposes an alternative.

A decision, in writing, from a person

Every verdict comes back with the expert's reasoning attached, rendered right in your chat. And an approval is narrow by construction: it clears the gate once, for exactly the action that was reviewed. A materially different action blocks again. An expert saying yes never becomes a blanket elevation of what the AI may do.

ApproveApprove with changesRejectNeed more info

Reasoning is required for every verdict except a plain approve.

Response from Expert

Human expert
N

Nietzsche

Senior Developer

Approve with changes

Dropping the column is fine, but not in the same release as the code change. Ship the code that stops reading it first, verify in Rehearsal, then run the migration on Live. I've adjusted the plan accordingly.

One-shot approval · scoped to this action · fully audited

Expertise where projects actually get stuck

You forward a decision to an area of expertise; Sapilon picks the verified human. Six areas, each priced by job size.

Development

Code-level judgement: risky refactors, data migrations, dependency and API decisions.

Architecture

System shape: service boundaries, integration patterns, and the calls that are expensive to reverse.

DevOps

Infrastructure, environments, and deployment: the changes that touch your live AWS.

Security

Auth flows, secrets, exposure surface, and anything an attacker would thank you for rushing.

UI/UX

Interface and flow decisions where taste and accessibility outrank generated defaults.

Data Engineering

Schemas, pipelines, and the irreversible operations on data you only get to run once.

The price you see is the price you pay

Expert prices are published per expertise and job size, and they are all-inclusive: Sapilon's share comes out of the published price, never on top of it. You're charged when the job completes; large jobs settle against approved hours, never past the cap you agreed.

See the published expert prices →

All-inclusive

No platform, contract, or hiring fees added on top of the published price.

Pay on completion

Fixed jobs are charged once, when the work is done; large jobs settle against approved hours.

Sized to the job

Small and medium jobs are fixed prices; larger work is quoted with a cap you approve.

Bring experts to your project

Modernize with an AI that escalates the hard calls to verified humans instead of guessing.

Request early access

Are you the expert?

Review blocked decisions, unblock real projects, and get paid for your judgement. Async-first, on your own time.

Become a Sapilon expert