Chain restaurants that do tracking well (and the ones that don't)

If you eat out and want to track honestly, the chain matters. Some chains publish detailed nutrition data and stand by it. Others publish broad ranges. Some publish nothing.

Here's a candid map.

Tier A: detailed and reliable

Chipotle. Their builder is genuinely accurate. You can pre-build your bowl on the website and get exact macros. Almost no restaurant in America is more honest than Chipotle.

Cava. Same model. Pre-build the bowl, see the macros. Very accurate in our spot-checks.

Sweetgreen. Detailed and accurate; the full menu has labels.

Panera. Fully labeled including online builder.

Subway. Full database; the calculator on their site works well.

Starbucks. Drinks are exhaustively labeled. Customizations (oat milk, syrups, extra shots) are pre-calculated.

Tier B: published but rounded

Chick-fil-A. Numbers are there, but customization options are less granular. "Sandwich + small fry" is honest; modifications less so.

Five Guys. Numbers exist; the burger toppings change calories meaningfully and aren't always reflected.

McDonald's. Reliable for standard menu; "build your own" combinations less so.

Wendy's. Similar.

Most major chains. Have nutrition pages; the data is usually within ±10% of reality.

Tier C: ranges, vibes, and guesses

Most pizza chains. "A slice of pepperoni" varies wildly by store, hand-stretching, toppings density. The published numbers are averages; your slice may be ±200 calories.

Most bagel shops (Einstein, etc). Published. Bagels are heavy. Cream cheese amounts are guesswork.

Most sandwich chains beyond Subway and Panera. Some publish, many don't.

Tier D: you're flying blind

Most independent restaurants. No published data. Best you can do is estimate from similar dishes.

Most ethnic restaurants. Cuisine-specific menus often lack any labeling.

Diners and family restaurants. Portion sizes vary wildly between locations of the same chain.

How to estimate when there's no label

Some defensible defaults:

• A dinner-sized restaurant entrée: 800–1,200 cal unless you can clearly tell otherwise
• A restaurant pasta dish: 900–1,400 cal
• A burger and fries (anywhere): 1,000–1,400 cal
• A "salad" entrée: 700–1,200 cal
• A burrito or burrito bowl: 800–1,200 cal
• A sushi roll combo (3 rolls): 800–1,100 cal
• An appetizer-sized dish: 300–600 cal

Round up if in doubt. The penalty for over-estimating is mild (you'll eat slightly less the next day). The penalty for under-estimating is repeated.

What our app does for chain restaurants

We have curated nutrition data for the top 200 US chains. Search the chain by name and you'll get menu items pre-loaded. We update quarterly when chains change their menus.

For independent restaurants, the photo logging is your best tool. It's not perfect, but it's better than guessing.

A working rule

If the meal is at one of the Tier A chains, trust the published numbers. If it's elsewhere, take a photo, log conservatively, and move on. Don't try to get to the nearest 50 calories at a non-labeling restaurant — you can't. The error bar is bigger than that.

Restaurants are noisy data. Trust the trend across many of them, not the precision of any one.