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
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Business memory
that compounds

Runwell remembers your decisions, corrections, approvals and preferences. No more fragmented context. No more lost decision trails. What it learns about your business today, it applies tomorrow — and every change to the rules needs your sign-off.

Evidence before output. Approval before action.

Every deliverable passes deterministic checks — sources present, numbers tied out, policy respected — then an independent evaluator, then your approval where authority requires it. Every run is replayable: what was read, what was checked, who approved.

Daily Decision Brief

Contracted
Verified
Approved

Invoice Exception Review

Contracted
Verified
Approved

Contract Red-Flag Scan

Contracted
Verified
Approved

Work packs
shaped to the job

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, tuned to the work it carries.

Daily Decision Brief

Contracted
Verified
Approved
01.

Draft prepared
under contract

02.

Verifiers passed —
proof attached

03.

Approved at the
human gate

04.

Evidence pack written
to the audit trail

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
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.

What work eats most of your team's week?
How often does it repeat?
Who does it today?
What happens when it's late or wrong?
If a trusted assistant followed your rules exactly, could they do it?