AnneFocus LogoAnneFocusLess chaos. More operational clarity.

AI Workflow Audit

AI workflow automation for expert-led businesses that cannot afford black-box decisions.

We map where judgment, data, approval and repetitive work break down, then decide which workflows are worth turning into MARPA AI-Agent systems with human review.

Useful Proof

Workflow audit before tooling

Human oversight by design

90-day implementation map

Buyer Problems

This is usually worth discussing when...

Teams are using AI tools, but the workflow is still chaotic.

Experts keep repeating the same judgment calls manually.

Management cannot tell which tasks should be automated and which must stay human-led.

Compliance, permissions and data boundaries are unclear.

Deliverables

What a serious first project should produce

The goal is not a beautiful deck. The goal is a clearer operating path, reviewable decisions and a next-step implementation plan.

Workflow entropy map

AI-agent opportunity list

Human review and escalation design

Data and permission boundary checklist

90-day implementation roadmap

Process

Business problem intake

Workflow and data mapping

Automation suitability scoring

Prototype scope and governance design

Best fit

Regulated or expert-led teams

Founder-led companies moving beyond ad hoc AI use

Businesses with repeated judgment-heavy workflows

Boundaries

We do not deploy AI before the business workflow is understood.

AI outputs remain subject to human review.

Legal, medical, tax and regulated decisions require qualified professionals.

A good fit starts with facts, constraints and a decision owner.

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