Business-Aware AI. Work Done. — StackIQ Labs

The agent is the engine. The wrapper is the product.

Your business, understood.
Your work, done.

Runwell is a private AI Chief of Staff engine. It learns how your business runs — goals, rules, documents, approvals — and gets the recurring work done, with evidence and an audit trail.

Map your first workflow Map your first workflow
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Most AI tools stop at answers. They advise, suggest and summarise — the work stays undone. We exist because of these numbers.

88%

of AI agent pilots never reach production

2008

2025

Compounding error is arithmetic — open-ended autonomy loses to it

Per step

001

% error

100 steps

063

% runs fail

500 steps

099

% runs fail

95%

of enterprise GenAI pilots deliver zero measurable P&L impact

Your business already has tools and copilots. What it lacks is an engine that completes the work.

No business awareness — tools understand the prompt, not your goals, policies and approval limits

No evidence gates — outputs optimise for fluency instead of proof

No authority model — uncontrolled autonomy breaks under real business conditions

The answer is not a smarter model. It is the system around the model: contracts, verifiers, approval gates, memory.

Runwell: from signal to work done

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Inputs ingested from your documents, feeds and systems — every item provenance-stamped

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The executor drafts the work against a Work Contract — outcome, evidence, authority, budget

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Verifiers check the proof; an independent evaluator judges quality; humans approve where authority requires

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Work delivered with evidence, audit trail and memory — every run makes the next one better

Runwell engine flow diagram: your systems and sources on the left, current copilots in the middle, the governed Runwell engine on the right
Run state
Source Register Check
Unregistered — rejected
Exception logged for audit
Run state
Freshness Verifier
Stale — flagged
Escalated to operator
Run state
Policy Constraint
Active
Claim held — could not verify
Run state
Verifier V7 — numbers tie out
Passed
Independent evaluator: pass
Awaiting approval
Run state
Authority Check
L1 — draft only
Approval granted
Decision logged
(Replayable end-to-end)
Run state
Budget Ceiling
Within cap
Confidence: Medium
Decision logged
(Escalated to human)
Run state
Evidence Pack Written
Complete
Audit trail sealed
Run state
Delivered
On schedule
Memory updated — approved

Doctrine: the rules Runwell runs by

A Work Contract, never a prompt. Every workflow Runwell carries has a definition of done: outcome, evidence, authority, budget, escalation. If it isn't contracted, it doesn't run.
Doctrine 01 — Work Contracts
The doer never judges its own work. An independent evaluator sees the contract, the output and the proof — never the executor's rationale. Agents execute. Runwell governs.
Doctrine 02 — Executor Never Evaluates
Explanation is not evidence. Deterministic verifiers first, independent judgement second, human authority last. No source, no claim — where Runwell cannot verify, it says so. No proof, no done.
Doctrine 03 — Evidence Gates
Autonomy is earned, level by level. Runwell starts at draft-and-approve and is promoted on measured performance — never on confidence. Restraint is the trust story.
Doctrine 04 — The Autonomy Ladder
Runwell briefs. It never decides. It handles the repeatable work and escalates the judgement — draft, verify, escalate; never decide, never spend, never sign. That boundary is what opens regulated doors.
Doctrine 05 — The Boundary
Business memory that compounds. Runwell remembers your decisions, corrections, approvals and preferences — and applies them to tomorrow's work. Every change to the rules needs your sign-off.
The Memory — Compounding Context
General-purpose autonomy is fiction in high-stakes work. Runwell ships as modular packs — Intelligence, Executive, Finance, Legal, Compliance, Ops — each with its own contracts, verifiers and escalation rules.
The Packs — Shaped to the Job
The pilot is proof, structured. Give us 50 real examples of the work. We show you what Runwell completes, what it escalates, and where it fails — honest misses included. No demo theatre.
The Pilot — StackIQ Labs

Map your first workflow

Sixty seconds. Five questions. An honest read on whether Runwell fits the work.

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