Texas · Applied AI
AI fraud detection in San Antonio
AI fraud + anomaly, built for businesses operating in San Antonio.
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.
We've worked with enough operators in San Antonio to know that the brief that arrives in our inbox is rarely the brief that ends up shipped. The first thing we do on any AI fraud detection project is sit with your team for a day before we propose anything.
- 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 Antonio businesses choose this
San Antonio runs on military, healthcare and cybersecurity, with a cost base well under Austin's – AI here means real capability without Austin or Dallas pricing.
The San Antonio context, plainly.
A huge military and defence presence, a growing cybersecurity cluster, and a healthcare sector serving a wide South Texas region. San Antonio businesses want the same AI capability as the bigger Texas cities at a regional price.
We work with teams across San Antonio: Downtown · Alamo Heights · Stone Oak · Medical Center · Southtown · The Pearl.
How we build AI fraud detection for a San Antonio team
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your San Antonio 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 Antonio teams
If we build the right slice first, San Antonio teams feel the difference inside the first month. Recovers 3-5x its cost in caught fraud within 6 months.
Recovers 3-5x its cost in caught fraud within 6 months.
AI fraud detection in San Antonio – common questions
How long does AI fraud detection take to ship for San Antonio businesses?
We aim for a working pilot inside 4-6 weeks – narrow scope, real San Antonio businesses data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.
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 Antonio businesses are surprised how small the first cheque is.
Has this actually shipped for a real San Antonio?
Yes. Recovers 3-5x its cost in caught fraud within 6 months. We'll share comparable engagements on the call.
Who owns the code and the model setup?
You do, on delivery. We deploy AI fraud detection into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude sits in your account too – we don't operate it from ours.
Ready to talk specifics?
Scroll up – the form's right there.
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.