AI development for food and beverage.
Directory and discovery systems with verified-only data models, local visibility, and commerce — for brands, venues, and category authorities.
- Verified-only data models
- Discovery and directory systems
- Local visibility
- Commerce and capture
Discovery in food and beverage is won by whoever has the most trustworthy data, not the most listings. A directory with a hundred verified venues beats one with ten thousand scraped ones, because the first one doesn't waste anybody's evening.
We build discovery and directory systems where verification is the product, plus the local visibility and commerce layers around them.
Built for this category, not adapted to it.
Verified-only data models
Ingestion with verification rules where an unconfirmed record simply doesn't render. The integrity policy is the differentiator.
Discovery and directory systems
Search, filtering, and geography built for how people actually decide where to go, with structured data throughout.
Local visibility
Location-page architecture and profile management tuned for map-pack and AI-answer presence.
Commerce and capture
Booking, ordering, or product commerce wired to the same measurement layer as discovery.
- Hospitality directory.Verified-only ingestion. An unconfirmed listing never renders — the rule is the product.Property · Web
Asked and answered.
- How do you keep directory data accurate?
- Verification rules at ingestion plus scheduled re-checks. Anything that can't be confirmed is withheld rather than published with a caveat.
- Do you work with single venues?
- Occasionally, but the systems pay off hardest for multi-location operators and category authorities.
- Can you handle a national rollout?
- Yes — the architecture is built region by region with the same verification standard applied to each.
- 04Content enginesRetrieval-grounded editorial systems with mandatory human review and automated claim integrity checks. Built to raise output without dropping the floor.
- 01AI productWe build AI product for other companies: web, native mobile, and agent systems. Typed end to end, evaluated, deployed on push. You own the repo from the first commit.
- 03DemandPaid social, search and native run against first-party attribution, with SEO and AI-answer visibility as one motion. Reported on contribution, not platform ROAS.
Building in food & beverage?.
Two honest paragraphs beat a ten-page RFP. We answer inside one business day, and the first call is 45 minutes with someone who can scope it.
Or write directly — t@moher.ai