California · Applied AI
AI fraud detection in San Diego
AI fraud + anomaly, built for businesses operating in San Diego.
What AI fraud detection actually does
Pattern-watching AI for refund abuse, chargebacks, fake reviews, employee fiddles, and odd supplier invoices. Flags weirdness early – before it's a real problem.
Most of our San Diego engagements start the same way: a 20-minute call where the owner describes a workflow we've heard before in shape but never in detail. AI fraud detection is then designed against the detail, not the shape.
- 01 Learns your normal patterns and flags outliers
- 02 Daily anomaly report, not a constant alert flood
- 03 Explainable scoring so you can act with confidence
- 04 Integrates with Xero, Shopify, and POS systems
Built on: Claude DuckDB Postgres Vercel
Why San Diego businesses choose this
San Diego runs on biotech, defence and tourism, with a research base that rivals much bigger cities – AI here has to be precise enough for scientists and simple enough for a hospitality team.
What's different about doing this work in San Diego.
A dense biotech and life sciences cluster around Torrey Pines, a major naval presence, and a tourism economy built on year-round weather. San Diego businesses span from lab-grade rigor to hospitality speed, often in the same block.
We work with teams across San Diego: Downtown · La Jolla · Mission Valley · North Park · Chula Vista · Carlsbad.
How we build AI fraud detection for a San Diego team
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your San Diego business, so value lands before the build is finished. Every engagement starts with a short call and a paid discovery if the brief needs one.
AI fraud + anomaly.
The outcome for San Diego teams
Recovers 3-5x its cost in caught fraud within 6 months. For San Diego teams, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart.
Recovers 3-5x its cost in caught fraud within 6 months.
AI fraud detection in San Diego – common questions
When does AI fraud detection actually pay back?
Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a San Diego – so the savings start landing before the rest of the build is finished.
How do you price AI fraud detection engagements?
Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most San Diego businesses are surprised how small the first cheque is.
Anyone else in this space using AI fraud detection?
Plenty. Recovers 3-5x its cost in caught fraud within 6 months. The interesting question is rarely "does it work" – it's "is your team ready to use the output." That's what we'd scope on the call.
Will this run on our own infrastructure?
Yes, where it makes sense. AI fraud detection can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude, DuckDB, Postgres, Vercel but the architecture supports your existing platform choices.
The honest version of a sales call.
No deck. No discovery doc. Just whether this is worth building and what it would cost.
Get in touch
Talk to us about this
Tell us what you're trying to do and we'll reply with how we'd build it — no obligation.