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.

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Most AI tools stop at answers. They advise, suggest, and summarise. They do not get the work done.

88%

of AI agent pilots never reach production

2008

2025

Time-to-value keeps stretching

Copilot

020

% faster

Guided

050

% faster

Autopilot

100

x faster

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

How do you make stochastic intelligence survive contact with reality?

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

03

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

StackIQ Labs Autonomy Overlay Flow Diagram
Requirement
Source Register Check
Not present
Exception logged for audit
Requirement
Confidence Threshold
Stale — flagged
Escalated to operator
Requirement
Policy Constraint
Active
Escalated to operator
Requirement
Live Market Signal
Active
Authority boundary verified
Execution approved
Requirement
Counterparty Exposure
Active
Friction gate applied
Decision logged
(Replay: 48h)
Requirement
Regime Detection
Active
Confidence: Medium
Decision logged
(Escalated to human)
Requirement
Sensor Telemetry
Stale — flagged
Escalated to operator
Requirement
Forecast Validation
Stale — flagged
Exception logged for audit
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02
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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.

Trading Workflow

Stateful
Governed
Autonomous

Portfolio Rebalance

Stateful
Governed
Autonomous

Network Routing

Stateful
Governed
Autonomous

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.

Trading Workflow

Stateful
Governed
Autonomous
01.

Candidate generated

02.

Friction gate passed

03.

Execution approved

04.

Decision logged to
Evidence Forge

The model is the engine in the middle. The product is the system around it: business context before the model, verification after the model, and memory across the whole path.
Core Doctrine — StackIQ Labs
Models create adaptive intelligence. Deterministic rails create bounded reliability. Runwell sits between those two truths — agents execute, Runwell governs.
Architecture Principle — StackIQ Labs
We don’t sell a better copilot. We sell work completed: briefs prepared, documents reviewed, exceptions flagged, follow-ups closed — with evidence, approvals and an audit trail on every run.
Value Proposition — StackIQ Labs
The bottleneck in every business is coordination bandwidth. Runwell doesn’t replace your people. It handles the repeatable work and escalates the judgement.
The Promise — StackIQ Labs
Intelligence is not authority. Governed, not just smart. The model is infrastructure. The factory is the product.
First Principles — StackIQ Labs
The question isn't whether AI will do business work. The question is whether yours will be done with evidence, approvals and an audit trail — or without them.
The Invitation — StackIQ Labs