AI workflow pilot

Automate one repetitive intake, document, reporting, or routing workflow while keeping validation and accountable human decisions inside the system.

Starting point: One workflow
Primary outcome: Bounded automation
Client control: Human approval gates

WHEN THIS FITS

Repetitive work with clear rules and a few judgment calls.

Good pilot candidates include form or inbox intake, document classification and extraction, request triage, meeting or support summaries, recurring operations reports, and structured routing into systems the team already owns.

WORKING PATH

01
Map
Trace the current work, exceptions, owners, data, and measurable outcome.
02
Bound
Choose one output, explicit exclusions, approval points, and failure behaviour.
03
Build
Connect inputs, deterministic rules, AI-shaped steps, and downstream boundaries.
04
Verify
Test ordinary, uncertain, duplicate, malformed, and unavailable-input paths.
05
Hand over
Document operation, recovery, ownership, and the evidence needed before expansion.

EXPECTED DELIVERABLES

Current-state and target workflow map
One bounded automated path
Integrations and justified custom logic
Schema and output validation
Confidence or policy-based review rules
Human approval checkpoints
Retries, logs, alerts, and failure states
Test evidence and operator runbook
Measured-pilot plan without an ROI guarantee

GOOD FIT

One owner, one workflow, one useful outcome.

The task repeats often enough to observe.
Inputs and acceptable outputs can be sampled lawfully.
A person can own ambiguous or high-impact decisions.
The client can define what “better” should mean.

NOT A FIT

An unbounded autonomous replacement for a team.

No accountable process owner exists.
Success depends on fabricated certainty or guaranteed ROI.
The system would contact people, pay, sign, or publish without review.
The data source or intended use is unauthorized.

CONTROL EVIDENCE

Document Gate

Typed extraction, deterministic policy checks, duplicate blocking, auditable human decisions, and zero external actions.

Inspect reference build

RELIABILITY EVIDENCE

Loopwatch

Step history, retry recovery, terminal failure, and a visible human-review queue.

Inspect reference build

BEFORE A COMMITMENT

The pilot boundary must be accepted before implementation.

Pricing and schedule depend on input volume, system access, model and API costs, exception rate, approval design, deployment environment, and acceptance tests. Only the owner approves the final commercial terms and delivery commitment.

START WITH THE BOTTLENECK

Pick the smallest workflow worth proving.

Describe the repetitive task, systems involved, volume, exceptions, and decisions that must remain human-controlled.

Discuss a pilot