Measurement · updated October 20, 2026
Los Angeles Restaurant Discovery Report
See which LA restaurant details are easy to find
Find the gaps that can hide a patio, a family meal or a great evening out. Compare the venue categories below, then open a profile or ask us to check your restaurant.
Category coverage
Every category in the network taxonomy, with the number of Los Angeles 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 |
|---|---|---|---|
| In the MICHELIN Guide | The Story | 8 | Covered |
| BBQ and Smokehouses | On the Menu | 7 | Covered |
| Vegan and Plant-Based | On the Menu | 7 | Covered |
| The Whole Family Table | The Occasion | 5 | Covered |
| Live Music | The Room | 4 | Covered |
| Sports on TV | The Occasion | 3 | Covered |
| Dance Floors | The Room | 1 | Thin |
| Rooftops and Patios | The Room | 1 | Thin |
| Seafood and Oysters | On the Menu | 2 | Thin |
| Big Groups | The Occasion | 0 | No coverage |
| Black-Owned | What They Stand For | 0 | No coverage |
| Brunch | On the Menu | 0 | No coverage |
| Celebration Restaurants | The Occasion | 0 | No coverage |
| Chef-Driven Kitchens | The Story | 0 | No coverage |
| Craft Cocktail Programs | On the Menu | 0 | No coverage |
| Date Night | The Occasion | 0 | No coverage |
| Dog-Friendly Patios | The Room | 0 | No coverage |
| Easy to Get Into | What They Stand For | 0 | No coverage |
| Gluten-Free Kitchens | On the Menu | 0 | No coverage |
| Great Places to Work | What They Stand For | 0 | No coverage |
| Great Views | The Room | 0 | No coverage |
| Historic Rooms | The Story | 0 | No coverage |
| In the Community | The Story | 0 | No coverage |
| Late-Night Food | On the Menu | 0 | No coverage |
| Locally Sourced | What They Stand For | 0 | No coverage |
| Neighborhood Institutions | The Story | 0 | No coverage |
| Origin Stories | The Story | 0 | No coverage |
| Private Dining and Buyouts | The Occasion | 0 | No coverage |
| Quiet Enough to Talk | The Room | 0 | No coverage |
| Service Rituals | The Story | 0 | No coverage |
| Steakhouses | On the Menu | 0 | No coverage |
| Sushi | On the Menu | 0 | No coverage |
| Sustainable Kitchens | What They Stand For | 0 | No coverage |
| Tableside Experiences | The Room | 0 | No coverage |
| Waterfront Dining | The Room | 0 | No coverage |
| Women-Owned | What They Stand For | 0 | No coverage |
What Los Angeles is not discoverable for at all
These are real reasons people choose a restaurant, and right now not one venue in our Los Angeles 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.
- Big Groups Will they seat twelve of us?
- Black-Owned Who owns this?
- Brunch Where is brunch worth the wait?
- Celebration Restaurants Where do we do the birthday?
- Chef-Driven Kitchens Is somebody actually cooking here?
- Craft Cocktail Programs Who is taking the bar seriously?
- Date Night Where do I take somebody I want to impress?
- Dog-Friendly Patios Can the dog come?
- Easy to Get Into Can everybody at the table get in the door?
- Gluten-Free Kitchens Can this kitchen actually handle it?
- Great Places to Work Would I want a job here?
- Great Views What am I looking at while I eat?
- Historic Rooms What was this building before?
- In the Community What does this place do when it is not serving dinner?
- Late-Night Food What is still open?
- Locally Sourced Who are they buying from?
- Neighborhood Institutions What has been here forever?
- Origin Stories Who built this and why?
- Private Dining and Buyouts Can we take a room?
- Quiet Enough to Talk Can we actually hear each other?
- Service Rituals What do they do that nobody else does?
- Steakhouses Where do I take a steak night seriously?
- Sushi Who is behind the counter?
- Sustainable Kitchens What happens to what they do not serve?
- Tableside Experiences What happens at the table?
- Waterfront Dining Can I eat next to the water?
- Women-Owned Who owns this?
What machines can read
Measured on 42 of 42 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. 15 pass, 22 fail, 5 unknown.
The description is what gets quoted when a search engine or assistant summarizes the venue. 18 pass, 19 fail, 5 unknown.
Hours are the most time-sensitive fact in local search and the most commonly stale. 19 pass, 18 fail, 5 unknown.
A menu behind a PDF or an image is invisible to every system that reads text. 24 pass, 13 fail, 5 unknown.
Structured data is how a machine knows this page describes a restaurant rather than a blog post. 26 pass, 11 fail, 5 unknown.
Linked profiles are how a machine confirms it is looking at one business and not two. 32 pass, 5 fail, 5 unknown.
A venue whose website cannot be read has no source of truth for any other system to draw on. 37 pass, 5 fail.
A site that never states its own address cannot confirm the entity anywhere else. 33 pass, 4 fail, 5 unknown.
A robots.txt that blocks AI crawlers removes the venue from AI-assisted discovery entirely. 36 pass, 1 fail, 5 unknown.
Browsers and crawlers both discount sites that are not served securely. 42 pass, 0 fail.
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.
In the MICHELIN Guide
- Osteria Mozza ... Los Angeles 88% readable
- Providence 82% readable
- Dunsmoor 76% readable
BBQ and Smokehouses
- Bo Daddy's BBQ 82% readable
- Moo's Craft Barbecue 76% readable
- Bludso's BBQ ... La Brea 71% readable
Vegan and Plant-Based
- Maciel's Plant-Based Butcher & Deli 82% readable
- Crossroads Kitchen ... Melrose 76% readable
- My Vegan ... Eagle Rock 76% readable
The Whole Family Table
- Highland Park Bowl 82% readable
- Kidspace Children’s Museum 82% readable
- Bob Baker Marionette Theater 71% 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.
Venues can pay for extra attention here. Paid spots are always labeled as sponsored and kept out of every measurement on this page. A score only moves when what a venue shows the world gets better.
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.