I Tracked Meal Delivery Calories in an App: What the Published Panels Show When You Add Them Up

Most articles about meal delivery tell you what a service promises. I wanted to see what the numbers do once they sit in a diary next to each other. So this is a practical log of how I enter each kind of meal into PlateLens, and what the totals showed.

One thing up front, because it matters for how you read the rest. The days and the week below are samples. I built them from nutrition panels that the services publish, and I entered each published panel into PlateLens to get the totals. They are not a measurement of anything we cooked or ate, and they are not a claim about results for any person. Nothing here is medical advice; if you are managing a condition, ask a professional what your targets should be.

Why bother adding panels up

A single panel is easy to read. A day of three panels is where surprises live, because nobody eats one meal in isolation. Three questions drove this exercise:

• How much protein does a day of prepared meals really add up to?
• Where do sodium and carbohydrates spike?
• How much does an unlogged extra, like a side, change the picture?

You can only answer those if every meal goes in the same place, in the same units. That is the practical case for one diary that takes a photo, a barcode or typed values.

How I log each type of meal

A plated meal, by photo. When a dish is already on the plate, a photo is the quickest first pass. In PlateLens one photo logs a plate, and I then compare the entry with the service’s published panel and adjust if the portion differs. The panel stays the reference; the photo saves the typing.

A sealed container, by barcode. Some products carry a scannable code. Scanning pulls a database entry in seconds, and the app’s database of 1.2M+ verified entries draws on USDA FoodData Central, NCCDB, Open Food Facts and Nutritionix. Where a scan matches, I still check the serving count on the panel.

A published panel, by hand. Most delivered meals have no barcode I can rely on, but nearly all have a panel on the service’s website. I type calories, protein, carbohydrates, fat and, when shown, fiber and sodium. Manual entry is unlimited in PlateLens, which matters when you are entering a whole week.

For the full routine, including what to do about serving sizes, see how to track calories from meal delivery.

The panels I used

Every figure below is what the service showed on its own site in September 2026. Panels can be revised, so check the page before you rely on one. “n/p” means not published on the page I saw.

Meal	Service	Calories	Protein	Carbs	Fiber	Fat	Sodium
Chicken Casado Bowl	Factor	430	28 g	47 g	6 g	13 g	680 mg
Meatball & Mozzarella Calzone	Factor	540	24 g	58 g	2 g	20 g	1,200 mg
Asian-style rice noodle salad	Territory Foods	469	31 g	24 g	n/p	29 g	n/p
BBQ Chicken Burrito Bowl	CookUnity	850	45 g	58 g	n/p	50 g	n/p
Seared Sirloin with Dijon Crema	Home Chef	830	44 g	46 g	n/p	52 g	1,360 mg
Fully Loaded Pork Taquitos	HelloFresh	1,050	39 g	74 g	5 g	68 g	2,250 mg

Two notes. The CookUnity and Territory Foods figures are the single examples on those homepages, not a survey of their menus. The HelloFresh taquitos are a meal kit you cook yourself, and I include them because a kit panel is the kind of number people log alongside delivered meals. Some meals also come in more than one version; Factor lists slightly different figures for a similar dish elsewhere on its site, so I used the individual meal page I could see.

Sample day A: the day that looks balanced

Three meals: the Factor casado bowl, the Territory noodle salad and the CookUnity burrito bowl.

Meal	Calories	Protein	Carbs	Fat
Factor Chicken Casado Bowl	430	28 g	47 g	13 g
Territory Foods noodle salad	469	31 g	24 g	29 g
CookUnity BBQ Chicken Burrito Bowl	850	45 g	58 g	50 g
Day total	1,749	104 g	129 g	92 g

The arithmetic: 430 + 469 + 850 = 1,749 calories; 28 + 31 + 45 = 104 g protein; 47 + 24 + 58 = 129 g carbohydrate; 13 + 29 + 50 = 92 g fat.

What the log reveals. Protein reaches 104 g, but almost half of the day’s calories sit in one dish. The burrito bowl alone is 850 of 1,749, about 49 percent. That is not obvious when you order dishes one at a time from a menu with filters.

Net carbs, where you can compute them. Only the Factor panel shows fiber, so only that meal gets a net figure: 47 g carbohydrate minus 6 g fiber is 41 g net. For the other two meals, the missing fiber means I can enter total carbohydrate but cannot subtract anything honestly. PlateLens shows total and net carbs per meal, so the moment a fiber value is available, the net number appears without arithmetic on my side. For a strict low-carb plan, this gap is a reason to favor services that show fiber.

Sample day B: the day that hides the salt

Three different meals, again close to 1,800 calories: the Factor casado bowl, the Factor calzone and the Home Chef sirloin.

Meal	Calories	Protein	Carbs	Fiber	Sodium
Factor Chicken Casado Bowl	430	28 g	47 g	6 g	680 mg
Factor Meatball & Mozzarella Calzone	540	24 g	58 g	2 g	1,200 mg
Home Chef Seared Sirloin with Dijon Crema	830	44 g	46 g	n/p	1,360 mg
Day total	1,800	96 g	151 g	8 g (two meals)	3,240 mg

The arithmetic: 430 + 540 + 830 = 1,800 calories; 28 + 24 + 44 = 96 g protein; 47 + 58 + 46 = 151 g carbohydrate; 680 + 1,200 + 1,360 = 3,240 mg sodium.

What the log reveals. Day A and day B land within 51 calories of each other, yet day B carries 22 g more carbohydrate. Sodium is the bigger story. Three panels that each look ordinary add to 3,240 mg. A common reference point is to keep sodium under about 2,300 mg a day, though a doctor may recommend less, so a day like this is exactly what a diary is for. Sodium is one of the 82+ nutrients PlateLens tracks, so it accumulates in the same entry rather than in a separate spreadsheet.

I cannot compute sodium for day A, because two of its panels do not show it. A total with holes in it is still useful, as long as you know which holes.

What one extra side does

Panels describe the meal, not what you add to it. Suppose you add a side, a slice of bread or a handful of nuts, and you log it at 150 calories. That is a hypothetical figure of mine, not a published panel. Day A becomes 1,749 + 150 = 1,899 calories. It is a small number, but if you add one most days, the weekly difference is 1,050 calories, which is why I log extras as their own entries instead of folding them into the meal. The same goes for sauce, oil and drinks.

Sample week: seven dinners

For a week, I used one dinner a night, rotating six panels and repeating the casado bowl.

Night	Meal	Calories	Protein	Carbs
Mon	Factor Chicken Casado Bowl	430	28 g	47 g
Tue	Factor Meatball & Mozzarella Calzone	540	24 g	58 g
Wed	Territory noodle salad	469	31 g	24 g
Thu	CookUnity BBQ Chicken Burrito Bowl	850	45 g	58 g
Fri	Home Chef Seared Sirloin	830	44 g	46 g
Sat	HelloFresh Pork Taquitos	1,050	39 g	74 g
Sun	Factor Chicken Casado Bowl	430	28 g	47 g
Week		4,599	239 g	354 g

The arithmetic: 430 + 540 + 469 + 850 + 830 + 1,050 + 430 = 4,599 calories, an average of about 657 per dinner. Protein is 239 g, about 34 g a night; carbohydrate is 354 g, about 51 g a night.

What the log reveals. The average hides a spread of 620 calories between the lightest and heaviest dinner. Saturday’s taquitos carry 2,250 mg of sodium in one meal, by the published panel, more than the whole of Monday’s casado bowl and Tuesday’s calzone combined (680 + 1,200 = 1,880). The five dinners that publish sodium add to 6,170 mg (680 + 1,200 + 1,360 + 2,250 + 680); two do not publish it. Seeing that in a weekly view is more useful than any single panel.

What I learned from comparing

1. Published panels are the starting point, not the last word. The calorie accuracy guide explains how far a label may legally stray from what is in the container.
2. Missing fields limit what you can compute. Fiber decides net carbs; sodium decides the salt story. Prefer services that print both, as Factor does on its meal pages.
3. One dish can dominate a day. Look at each meal’s share, not only the day total.
4. Log extras separately. Sides and sauces are where a tidy day drifts.
5. Use one diary. Photo, barcode and typed panels landing in the same place is what makes a week readable.

If you want to see how two specific services publish this information, the Factor review and CookUnity review cover their menus and panels, and best meal delivery for weight loss compares the options if calories are your main goal.

My recommendation

Use PlateLens for this job. A photo logs a plate, barcode and manual entry are unlimited on the free plan, which never expires and needs no card, and per-meal total carbs, net carbs, fiber and sugar sit next to sodium and 82+ other nutrients. Premium is US$34.99 a year or US$9.99 a month (as of September 2026) for unlimited photo scans and coach messages. Its interface is the cleanest in the category, which counts when you log a fourth panel of the week.