Data Study · April 2026

We mapped 50,000 restaurant health grades.
Here's what we found.

Four cities. Four grading systems. One surprising truth about what actually makes restaurants fail their inspections.

New York
24,751
restaurants graded
Chicago
15,420
inspections analysed
San Francisco
7,200
scored restaurants
London
5,558
in Westminster alone

Four cities. Four completely different systems.

Every major city grades restaurants differently. NYC uses letter grades that hang in the window. Chicago just says pass or fail. San Francisco gives a numeric score. London rates you 0 to 5. We analysed them all.

New York City
Letter grades: A, B, C
Got the best grade82%
Failed (B or C)18%
Chicago
Pass / Fail / Conditional
Passed60%
Failed22%
San Francisco
Numeric score: 0–100
Scored 90+41%
Scored below 8020%
London
Rating: 0 to 5
Rated 5 (best)70%
Rated 0–25%

Chicago is the hardest city to pass a health inspection. 22% of restaurants fail outright — compared to just 7% getting a C in NYC. San Francisco's scoring is the most granular, but only 41% score "excellent." London's system is the most forgiving: 70% get the top rating.

NYC: 24,751 restaurants. Every single grade.

This is every graded restaurant in all five boroughs of New York City. Green dots are A grades. Yellow is B. Red is C. Click any dot to see the restaurant, its score, and what went wrong.

Live data from NYC Open Data · Updated daily Open full map →

Manhattan has the highest concentration of A grades (82%). The Bronx and Queens trail at 76% — a 6-point gap that maps directly onto restaurant density and inspection resources.

NYC: The borough gap

Not all boroughs are graded equally. Here's the breakdown of B and C grades — the ones that mean problems were found.

Bronx
24%
24%
Queens
23.7%
23.7%
Brooklyn
20.8%
20.8%
Staten Island
18.9%
18.9%
Manhattan
18.4%
18.4%

Chicago: The city where 22% fail.

Chicago's inspection system is binary. You either pass or you don't. No letter grades, no partial credit. And one in five restaurants fails.

Live data from Chicago Open Data · Pass / Fail / Conditional Open full map →

The red dots are outright failures. The yellow dots are conditional passes — restaurants that passed with conditions that must be corrected. Together, 40% of Chicago restaurants have some form of issue on their latest inspection.

San Francisco: Only 41% score above 90.

SF uses a 0–100 scoring system — the most granular of any city. A perfect score is rare. Most restaurants hover between 80 and 95. Below 80 means serious problems.

Live data from SF Open Data · Numeric scores 0–100 Open full map →

London: The most forgiving system.

70% of Westminster restaurants have the top rating of 5. Only 5% are rated 2 or below. London's system is based on penalty points — and most restaurants keep their score low enough to stay at 5.

Live data from Food Standards Agency · Ratings 0–5 Open full map →

The #1 violation in every city: temperature.

Across all four cities, with completely different inspection systems and grading scales, one violation appears in the top 3 everywhere: food not held at the correct temperature.

Cold food too warm. Hot food too cold. It's the single most predictable point of failure in any restaurant — and the easiest to prevent with consistent monitoring.

Violation
NYC
CHI
SF
LON
Food temperature violations
Hand washing / facilities
Pest activity (mice, roaches)
Food contact surfaces dirty
No food safety documentation

Red = top 3 violation in that city. Orange = top 5. Yellow = common but not top 5. Based on inspection data from each city's open data portal.

Temperature is the universal failure point. In NYC it's the #1 critical violation (7 penalty points). In London, it's the most common reason for losing points in the hygiene category. In Chicago, it's the most cited reason for outright failure. One daily temperature check could prevent the most common inspection violation in any city in the world.

Kitchen complexity predicts grades

In NYC, restaurants with simpler operations — donut shops, coffee shops, sandwich counters — overwhelmingly get A grades. Restaurants with complex prep — multiple raw proteins, extensive cooking, diverse ingredients — struggle more.

Donut shops
5%
5% B+C
Coffee/Tea
13%
13%
Hamburgers
9%
9%
NYC average
18%
18%
Chinese
31%
31%
Caribbean
32%
32%
Thai
32%
32%
Indian
38%
38%

This isn't about any specific cuisine being "dirty." It's about operational complexity. A donut shop fries dough at one temperature. A restaurant cooking tikka masala, tandoori chicken, and biryani simultaneously is managing multiple raw proteins, multiple temperature zones, and extensive cross-contamination surfaces. More complexity = more points of failure.

The restaurants that need the most systematic food safety processes are exactly the ones least likely to have them. Paper checklists don't scale to complex kitchens. Digital systems do.

Temperature is the #1 failure.
It's also the easiest to fix.

Blueroll automates daily temperature checks, cleaning logs, and food safety documentation for restaurants. One app replaces your entire paper system.

Try Blueroll free for 14 days

Methodology: All data sourced from official open data portals — NYC DOHMH, Chicago CDPH, SF DPH, UK FSA. Analysis covers the most recent graded inspection per establishment. Interactive maps show live data. Built by Blueroll.


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