Key takeaways
- Oil is about 884 kcal per 100 g, ghee about 876, in USDA FoodData Central: 10 g of oil is about 88 kcal, a tablespoon around 115, and none of it shows on the plate.
- It is often the largest single error on a vegetable or a salad, which is why the cooking question is one the assistant is told to ask, when your words leave it open, before any estimate.
- The r/loseit test of five vision models against a kitchen scale found hidden oil and butter invisible to the models; a photo cannot see fat.
- The honest record has the fat as its own item: "a tablespoon of olive oil for the tray, about a third of it on my share" is a line, in your quantity.
- What goes in is what you can say; how much ends up in your portion is an estimate, and IZeat records it as one.
How much does cooking fat add to a meal?
More than the look of the plate suggests. Oil is about 884 kcal per 100 g and ghee about 876 in USDA FoodData Central, read 15 and 16 September 2026, so 10 g of oil is about 88 kcal and a tablespoon, about 13 g, around 115. Two tablespoons in a pan of vegetables are about 230 kcal before a single vegetable is counted.
That is why fat is on the short list of what changes a food's figure by a third or more. A chicken breast is about 165 kcal per 100 g roasted, meat only; the same breast pan-fried in a tablespoon of oil, if most of the oil stays on it, carries more than a third as much again. A tablespoon of vinaigrette is about 70 to 90 kcal on leaves that add almost nothing. The dish looks the same either way, which is the whole problem.
The other items that move a figure this much are the raw or cooked weight of rice and pasta, and the variant within a family, whole or skimmed milk, tuna in oil or in water. Fat is the one of the three that people forget, because it was never on the plate as a thing: it went into the pan, or the tray, or the dressing, and disappeared.
Why does the fat hide from a photo and from memory?
Because it is added before the plate exists and absorbed into what it touches. A roast potato does not look oiled; a stir-fry does not look like it began with three tablespoons; a dressed salad looks like a salad. The person who cooked it may remember the bottle; the person who is served it has no way to know.
The community measured this. A member of r/loseit weighed meals on a kitchen scale and gave the same plates to five vision models, thread read 4 September 2026: hidden oil and butter were invisible to the models, beside a 20 to 54 percent average error on portion size. The models, in the thread's words, "always know what the food is. They just can't tell how much is on the plate", and they cannot see what it was cooked in at all.
Memory is not much better, and the shorter the day the more one pour decides it, which is why a plate of three foods is not the easy case it looks. Recipes say "a glug" and hands pour more than they think; the same dish cooked on a Tuesday and a Saturday can carry a different tablespoon. That is why the honest answer to "how much oil" is often "about a tablespoon for the pan, and I had half the pan", and why that sentence is recorded as an estimate, not as a measurement.
What do you say about the fat when you log a dish?
What went in, and about what share of it was yours. "Roasted in a tablespoon of olive oil, about a third of the tray" is enough; so is "pan-fried in a little butter" or "grilled, no oil". If you weighed the oil once, say the grams. If the dish came from a restaurant or a friend's kitchen, say what it looked like it was cooked in, and let the record call it an estimate.
| The dish | What to say | What the assistant records | Source |
|---|---|---|---|
| Roast potatoes, 200 g | "A tablespoon of olive oil for the tray, about a third on my share" | Potatoes 200 g from a reference table; oil about 4 g as its own item | Reference for the potatoes; estimate for the oil |
| Chicken breast, 180 g, pan-fried | "Pan-fried in a teaspoon of oil, most of it stayed in the pan" | Chicken 180 g; oil as its own item, at the share you said | Reference; estimate for the oil |
| Green salad, about 80 g, with vinaigrette | "About 80 g of leaves, a tablespoon of vinaigrette" | The leaves by weight; the dressing as its own item, about 70 to 90 kcal | Reference; estimate for the dressing |
| Dal tempered with ghee | "A bowl, about 200 g, with a tablespoon of ghee" | One estimated item with the ghee in your quantity | Estimate |
| Grilled fish, no oil | "Grilled dry" | The fish by weight; no fat line | Reference |
Bottom line: say what went in and what share was yours; the fat becomes a line you can see, instead of a third of the dish you cannot.
A fat melted into a mixed dish, the ghee in a dal, can stay inside that item; a fat you can name apart is its own line, and that line is the assistant's reasoning under IZeat's protocol, not a rule of the tool. Two words settle most of it: the method, fried, roasted, dressed, grilled, and the amount, a teaspoon, a tablespoon, a glug. "Grilled" alone leaves the oil open, since a grill pan can be oiled; "grilled, no oil" closes it. When your words leave it open, IZeat's protocol has the assistant ask, once, before recording anything.
How much of the fat ends up in your portion?
Less than went into the pan, and nobody at the table knows how much less. Oil left in the pan, on the tray or at the bottom of the salad bowl was never eaten; oil absorbed by a potato or a slice of aubergine was. The answer that holds is a share you can defend, "about a third of the tray was mine", recorded as an estimate that says so.
That estimate is still far better than the alternative, which is leaving the fat out. A tablespoon recorded at a third of its share is off by a few dozen calories; a tablespoon left out is off by the whole tablespoon, every day it happens, and the week's total drifts by the amount that hides. Over a month of dinners, the missing fat can be the difference between a record you can read and one that leaves a gap.
For the dishes you cook every week, weigh the bottle once: pour the oil you usually use onto a scale, and you know your tablespoon. From then on the sentence is the same and the estimate is yours rather than a stranger's, and the record keeps your words beside the grams.
How can you keep the fat in the record without weighing every pan?
IZeat is the calorie tracker inside ChatGPT, Claude or any other assistant. Tell the assistant you already use what you ate instead of searching for foods and entering them one by one. The fat is where that last part earns its keep: it is recorded as its own item, in your quantity, marked as an estimate when you estimated it, which is designed to keep the record honest while you work toward your goal.
Sunday dinner: "Roast chicken breast, skin off, about 150 g, with roast potatoes, about 200 g, and a green salad, about 80 g." Following IZeat's protocol, the assistant asks, in one message, what the potatoes were roasted in and how the salad was dressed. You answer: a tablespoon of olive oil for the whole tray, about a third of it mine; a tablespoon of vinaigrette. IZeat records the chicken and the potatoes from a reference table by weight, the oil and the dressing as their own items at the amounts you gave, marked as estimates, and returns the receipt with the day so far and, once you have set a target, what is left. A week later the record still shows that Sunday's dinner had 4 g of oil in it and that the figure was your estimate.
- The fat is a line you can see, not a third of the dish you cannot. The assistant records it as its own item with its quantity, so the day's total carries it and the receipt names it.
- You are asked about the fat when your words leave it open, and the assistant is instructed not to guess a number from a picture. A plate photo names the dish; the cooking question is put to you before any estimate.
- You know which lines were weighed and which were estimated. The potatoes you weighed are a reference value; the oil you estimated says so, so the week's figure says how much of it was measured.
The limit, plainly: how much oil a food absorbs is not something IZeat knows or estimates; what you say went in and what share was yours is what is recorded, as an estimate. Weighing the bottle before and after tells you what went into the pan, which is a better sentence than a guess; what stayed in the pan and what share was yours remain an estimate. If you want it in the record, say it, and the record will carry it.
Frequently asked questions
Short answers to the questions people type, each one sourced above.
How many calories are in a tablespoon of olive oil?
About 115 kcal: oil is about 884 kcal per 100 g in USDA FoodData Central, read 15 September 2026, and a tablespoon is about 13 g, so 10 g is about 88 kcal and a tablespoon a little more. Every oil is close to that figure, since oil is nearly all fat at 9 kcal per gram. IZeat records the oil you say as its own item, at the amount you gave, so the tablespoon is visible in the day rather than hidden in the dish.
Do you count the oil you cook with?
Yes, or the record is short by the largest hidden item in the meal. What went into the pan is what you can say; what ended up in your portion is an estimate, since some stays in the pan or on the tray. Say the amount and about what share was yours, "a tablespoon for the tray, a third of it mine", and the fat is recorded as its own line, marked as an estimate, which is far closer than leaving it out.
How much oil is absorbed when frying?
It depends on the food, the cut, the temperature and the time, and IZeat does not estimate it: no reliable general figure is used on this page. What the record can hold is what went in and the share you defend, recorded as an estimate that says so. For a dish you fry often, weigh the oil before and after once: the difference is what went into the pan, a firmer sentence than a guess, though what stayed in the pan and what share was yours are still estimated.
How many calories are in ghee?
About 876 kcal per 100 g, as anhydrous butter oil in USDA FoodData Central, read 16 September 2026, so a tablespoon of about 13 g is around 115 kcal, the same order as oil. In a dal or a curry it is the tempering that carries the calories: a 200 g bowl of cooked lentils is about 230 kcal, and two tablespoons of ghee add about as much again. Say the spoon, and the assistant records it in your quantity.
How do you track calories in salad dressing?
Say the dressing and about how much: a tablespoon of vinaigrette is about 70 to 90 kcal by common reference figures, on leaves that add little. A shop-bought dressing has a nutrition label, read back to you and recorded with the label as source; a homemade one is oil and vinegar in a ratio you can say. The dressing is recorded as its own item, so the salad stays a salad and the dressing stays visible.
Does grilled mean no oil?
No. A grill pan is often oiled and a grilled chicken breast may have been brushed; "grilled" alone leaves the fat open, and IZeat's protocol has the assistant ask what it was cooked in. "Grilled, no oil" or "grilled dry" closes the question, and the item is recorded with no fat line. The same goes for "roasted" and "baked": say whether oil went on the tray, and about how much.
Can a photo or a restaurant plate tell you the oil?
No. A photo names the dish and cannot see the oil in the pan or the butter melted into the vegetables; a restaurant plate hides the same thing. Say what it looked like, fried, glossy, dry, creamy, and about how much of the dish you ate; under IZeat's protocol the assistant asks for the fat and a portion cue before any number, and the meal is recorded as an estimate, so the day says which lines were estimated. The eating-out article has the three questions in full.