Follow-up keeps slipping
Quotes, inquiries, approvals, or open work lose momentum because the next owner or date is unclear.
AI workflow consulting for founder-led businesses
I help founders and operators map repetitive work, identify useful AI or automation opportunities, and decide what to implement first.
Fixed-scope diagnostic first. Implementation is scoped separately.
Where I can help
You do not need an AI strategy for the whole company. You need one recurring workflow where the friction is visible and the result can be reviewed.
Quotes, inquiries, approvals, or open work lose momentum because the next owner or date is unclear.
Forms, PDFs, receipts, photos, or email attachments are repeatedly sorted, checked, and copied by hand.
Requests arrive through several channels while status and responsibility live in someone’s head or spreadsheet.
The diagnostic
The first engagement is deliberately contained. Its job is to determine what is worth changing, what should stay human, and what a sensible first implementation would require.
We trace inputs, owners, handoffs, exceptions, tools, and the places where work stalls or gets repeated.
We compare frequency, effort, risk, data readiness, and likely time or cost impact using stated assumptions.
You receive a practical sequence, review boundaries, tool requirements, and a clear scope for any next phase.
Relevant work
These are delivered systems, described without invented savings or performance claims.
Property operations · Client delivery
A private, phone-friendly workflow stages repair notes, receipts, contractor handoffs, and extracted details for review before anything reaches the live record.
Uncertain extraction stays in review; Airtable remains the source of truth.
Healthcare publishing · Client delivery
A publishing workflow handles document cleanup, article structure, editable SEO fields, image preparation, and draft assembly without publishing automatically.
The client keeps final review and publication control.

Founder-led, personally delivered
I’m Duncan Anderson, a data scientist, product builder, and operator. I spent years building data and automation systems inside a travel business and now build and run The Lineup, a live paid analytics product. I lead every consulting engagement myself.
Start with one workflow
We’ll use a short discovery call to decide whether it is a strong candidate for a fixed-scope diagnostic.
20 minutes · No broad AI pitch