Measurement · updated October 15, 2026
Tampa Restaurant Discovery Report
What search and AI can currently figure out about eating here
This is not a ranking of restaurants. It is a measurement of how discoverable they are, across 36 categories of reason somebody picks a table. Where the city has no coverage at all, we print that too.
Category coverage
Every category in the network taxonomy, with the number of Tampa venues currently resolving to it. Categories are published as pages at one venue and up. A category at zero is a gap, and gaps are the most useful column in this table.
| Category | Family | Venues | Status |
|---|---|---|---|
| Origin Stories | The Story | 57 | Covered |
| Neighborhood Institutions | The Story | 37 | Covered |
| Private Dining and Buyouts | The Occasion | 30 | Covered |
| Big Groups | The Occasion | 30 | Covered |
| Rooftops and Patios | The Room | 29 | Covered |
| In the MICHELIN Guide | The Story | 28 | Covered |
| Historic Rooms | The Story | 27 | Covered |
| Live Music | The Room | 20 | Covered |
| Brunch | On the Menu | 19 | Covered |
| Vegan and Plant-Based | On the Menu | 18 | Covered |
| Chef-Driven Kitchens | The Story | 18 | Covered |
| The Whole Family Table | The Occasion | 16 | Covered |
| Late-Night Food | On the Menu | 15 | Covered |
| Seafood and Oysters | On the Menu | 15 | Covered |
| Waterfront Dining | The Room | 12 | Covered |
| BBQ and Smokehouses | On the Menu | 11 | Covered |
| Locally Sourced | What They Stand For | 11 | Covered |
| Craft Cocktail Programs | On the Menu | 10 | Covered |
| Dance Floors | The Room | 9 | Covered |
| Celebration Restaurants | The Occasion | 8 | Covered |
| Gluten-Free Kitchens | On the Menu | 7 | Covered |
| Quiet Enough to Talk | The Room | 7 | Covered |
| Dog-Friendly Patios | The Room | 5 | Covered |
| Easy to Get Into | What They Stand For | 5 | Covered |
| Sports on TV | The Occasion | 5 | Covered |
| Sushi | On the Menu | 4 | Covered |
| Great Views | The Room | 4 | Covered |
| Black-Owned | What They Stand For | 4 | Covered |
| In the Community | The Story | 4 | Covered |
| Steakhouses | On the Menu | 3 | Covered |
| Date Night | The Occasion | 3 | Covered |
| Women-Owned | What They Stand For | 3 | Covered |
| Service Rituals | The Story | 3 | Covered |
| Sustainable Kitchens | What They Stand For | 2 | Thin |
| Tableside Experiences | The Room | 2 | Thin |
| Great Places to Work | What They Stand For | 0 | No coverage |
What Tampa is not discoverable for at all
These are real reasons people choose a restaurant, and right now not one venue in our Tampa dataset is filed under any of them. Some of those are our research gaps. Some are the city's. Telling them apart is the next piece of work, and it is the reason this list is published instead of hidden.
- Great Places to Work Would I want a job here?
What machines can read
Measured on 159 of 159 venue websites. Each bar is the share of scanned sites that pass that check, counting only the sites where we could determine an answer. A site we could not read at all is reported as unknown, never as a failure.
A Restaurant, BarOrPub, or LocalBusiness type is what puts a venue into local answer sets. 46 pass, 80 fail, 33 unknown.
Hours are the most time-sensitive fact in local search and the most commonly stale. 58 pass, 68 fail, 33 unknown.
The description is what gets quoted when a search engine or assistant summarizes the venue. 70 pass, 56 fail, 33 unknown.
Structured data is how a machine knows this page describes a restaurant rather than a blog post. 91 pass, 35 fail, 33 unknown.
A menu behind a PDF or an image is invisible to every system that reads text. 98 pass, 28 fail, 33 unknown.
A venue whose website cannot be read has no source of truth for any other system to draw on. 126 pass, 23 fail, 10 unknown.
A site that never states its own address cannot confirm the entity anywhere else. 115 pass, 11 fail, 33 unknown.
Linked profiles are how a machine confirms it is looking at one business and not two. 118 pass, 8 fail, 33 unknown.
A robots.txt that blocks AI crawlers removes the venue from AI-assisted discovery entirely. 120 pass, 2 fail, 37 unknown.
Browsers and crawlers both discount sites that are not served securely. 149 pass, 0 fail, 10 unknown.
Who leads the categories that matter most
Ranked on measured readability, not on opinion and not on spend. A venue climbs this by publishing more about itself in a form a machine can read.
Origin Stories
- Casa Santo Stefano 94% readable
- Columbia Restaurant 94% readable
- La Segunda Bakery 94% readable
Neighborhood Institutions
- Columbia Restaurant 94% readable
- La Segunda Bakery 94% readable
- West Tampa Sandwich Shop 94% readable
Private Dining and Buyouts
- Ash 94% readable
- Columbia Restaurant 94% readable
- Gaspar's Grotto 94% readable
Big Groups
- Casa Santo Stefano 94% readable
- Columbia Restaurant 94% readable
- Coppertail Brewing Co. 88% readable
How this was measured
Venue records are researched by hand and dated. Nothing is guessed: a field we cannot verify is left empty, and an empty field counts against the record rather than getting filled with something plausible.
Website checks are run by our own scanner against each venue's own site and its robots.txt. It reads what is publicly served, at normal request rates, identifying itself honestly. It does not log in, does not scrape anything behind a form, and stores only the pass, fail, or unknown result of each check.
Discovery categories are resolved from a venue's structured attributes plus explicit editorial tagging for the things attributes cannot express, like an origin story or a service ritual. The full category taxonomy is public at /data/discovery-categories.json and the venue dataset is public at /api/places.json.
Nobody can pay for a position in this report. If sponsored placement ever appears on BellyUp!, it will be labeled as sponsored and kept out of every measurement on this page.
Want your own line in this report?
We will tell you what we can currently discover about your restaurant, what search and AI appear able to understand about it, and what they are missing. That part is free.