Matt Savich ·

How to lose weight with data and AI

Smart scale + smartwatch + calorie and macro tracking + walking. How I lost 12.6 kg.

I lost 12.6 kg in four months, going from 100.1 kg in May to 87.5 kg in September. No GLP-1s. The method has four parts: smart scale + smartwatch + calorie and macro tracking + walking. I use a Withings scale, a Google Fitbit Air to track activity, and OpenClaw to log my food. You can also track calories directly in Google Health.

These photos are from April and September. The weight loss above is from my May to September weigh-ins.

Matt standing beside a waterfront in a black hoodie, 8 April 2026.
8 April 2026
Matt smiling beside a window in a black hoodie, 26 September 2026.
26 September 2026

The biggest help was making it easy to keep track. I could see what I was eating, how much I was moving, and whether my weight was heading in the right direction.

Put the pieces together

Smart scale

Weigh in each morning. Watch the trend.

Smartwatch

Track daily activity. I use a Fitbit Air.

Calories and macros

Track calories and macros with OpenClaw or directly in Google Health.

Walking

Walk to work or the shops. Make it part of the day.

Build a routine you can keep doing.

Weigh in, then get on with your day

I use a Withings smart scale each morning. It saves the reading automatically, so there’s nothing to type in or remember.

I care about the trend over a few weeks. A heavier morning doesn’t mean the plan has stopped working. Water and yesterday’s food can move the number around.

Log everything with OpenClaw

I use OpenClaw to count calories and track macros: protein, carbs and fat. Every meal goes in. Home cooking, restaurant meals, snacks, beers at the pub. It’s much easier to keep doing when logging is just another message.

The requests can be this short:

At the pub

Log 1 pint of XPA

A repeat meal

Log the same one as yesterday

Attach a screenshot from the GYG app
GYGOrder example
YOUR MEALBurrito bowlChicken · Extra chicken
Illustration of an order screenshot

Log this

Send what you’re looking at and say what you ate. A photo of the meal or a packet’s nutrition label works too.

I prefer this to a calorie app because I can choose a capable model and have it search restaurant websites for nutrition information. It can account for the extra chicken, reuse yesterday’s meal and keep calories and protein together. My setup saves the food log to Google Health.

You can also log food through the AI coach in the Google Health app, formerly Fitbit. With Google Health Premium, send a message or meal photo to track your calories there. I prefer OpenClaw, but you don’t need my setup to get started.

I ask it to use the restaurant’s figures or the label first, and estimate when those aren’t available. I still check the portion and extras. A photo won’t tell it how much oil went into dinner.

Change meals you already enjoy

I didn’t overhaul what I ate. I still had takeaway. I made swaps like KFC to GYG, and chose no chips or small chips instead of a large.

All good things in moderation. I could keep enjoying my food and bring the calories down without starting a completely different diet.

I keep protein in view too. Higher protein intake and resistance training can help preserve lean mass while losing weight. Asking OpenClaw to track protein alongside calories makes it easier to spot meals that need adjusting.

The basic idea is calories in versus calories out. 7,700 calories per kilogram is a rough rule, not a deadline. Your energy needs change as you lose weight, and the scale also reflects water and other tissue. That’s why real weight loss doesn’t follow a straight line.

Walk more often

For the smartwatch part, I use a Google Fitbit Air to track my activity. My steps and distance show up in the Google Health app.

Walking to work or the shops makes movement part of something I was going to do anyway. It adds up.

My last 30 days

30 August–28 September 2026 · Fitbit

438,757steps recorded

14,625average per day

332.2 kmFitbit distance

Daily Fitbit step counts438,757 steps across 30 days, averaging 14,625 per day. Daily values are available in the table below. The dashed line is 10,000 steps, a comparison marker, not a required target.0k10k20k30k2026-08-30: 8,441 steps2026-08-31: 12,455 steps2026-09-01: 12,274 steps2026-09-02: 17,094 steps2026-09-03: 18,378 steps2026-09-04: 17,112 steps2026-09-05: 7,376 steps2026-09-06: 7,995 steps2026-09-07: 14,320 steps2026-09-08: 10,054 steps2026-09-09: 17,724 steps2026-09-10: 7,561 steps2026-09-11: 20,290 steps2026-09-12: 6,267 steps2026-09-13: 13,558 steps2026-09-14: 17,416 steps2026-09-15: 7,539 steps2026-09-16: 17,812 steps2026-09-17: 16,473 steps2026-09-18: 12,628 steps2026-09-19: 24,553 steps2026-09-20: 17,091 steps2026-09-21: 13,705 steps2026-09-22: 11,479 steps2026-09-23: 19,001 steps2026-09-24: 21,110 steps2026-09-25: 14,597 steps2026-09-26: 20,192 steps2026-09-27: 15,120 steps2026-09-28: 19,142 steps30 Aug28 Sep
Daily steps
Recorded steps, 30 August–28 September 2026
DateSteps
2026-08-308,441
2026-08-3112,455
2026-09-0112,274
2026-09-0217,094
2026-09-0318,378
2026-09-0417,112
2026-09-057,376
2026-09-067,995
2026-09-0714,320
2026-09-0810,054
2026-09-0917,724
2026-09-107,561
2026-09-1120,290
2026-09-126,267
2026-09-1313,558
2026-09-1417,416
2026-09-157,539
2026-09-1617,812
2026-09-1716,473
2026-09-1812,628
2026-09-1924,553
2026-09-2017,091
2026-09-2113,705
2026-09-2211,479
2026-09-2319,001
2026-09-2421,110
2026-09-2514,597
2026-09-2620,192
2026-09-2715,120
2026-09-2819,142

You don’t need to copy my step count. Look at what you do now and find a walk you can fit into your day.

Get help choosing supplements

I took a multivitamin and omega-3.

Plenty of multivitamins were a poor fit for my diet. I use the agent to compare labels at a local retailer: what’s in each one, how much, and what it costs per day. For omega-3, check the EPA and DHA amounts, not just the big fish-oil number on the front.

See how small changes add up

Try your usual activity, a smaller food intake and some extra walking below. It’s a rough guide to the size of a change, not a promise about what you’ll weigh.

Explore the method

What could small changes add up to?

Try your own numbers. This is a rough estimate, not a personalised calorie target. Your entries stay in this page.

For adults only. Not for pregnancy, breastfeeding, underweight or eating-disorder recovery. Use individual clinical advice where those apply.

1. Estimate your starting energy needs
Sex used for the estimate
Usual activity

Choose an activity level that includes your usual steps and exercise.

2. Try a change
Illustrative change

4.7 kg over 12 weeks

Weight-change equivalent, not predicted fat loss

Resting estimate1,855kcal/day

Usual maintenance estimate2,226kcal/day, includes usual activity

Additional walking166net kcal/day at the start

Scenario intake1,926kcal/day, held constant

Starting deficit: 466 kcal/day in this scenario.

Food change + extra walkingFood change only
Weekly values
Illustrative weight equivalent, not a promise of scale weight
Weekkg
090.0
189.6
289.2
388.8
488.3
587.9
687.5
787.2
886.8
986.4
1086.0
1185.6
1285.3
How this is calculated

Resting kcal/day = 10 × kg + 6.25 × height in cm − 5 × age + 5 for the male coefficient, or −161 for the female coefficient. Maintenance = resting estimate × your chosen activity factor. The activity factors are rough scenario assumptions, not measured expenditure.

Step length is estimated as 41% of height, a rough midpoint of Omron’s 37–45% range. Extra distance = additional steps × estimated step length. Net level-walking energy ≈ 0.5 kcal × kg × extra kilometres, above resting energy. This uses the level-ground term of the ACSM walking equation; it assumes ordinary, steady walking, roughly 3–6 km/h. Hills, pace, gait and device error change the result.

The model subtracts each day's estimated deficit ÷ 7,700 from weight, then recalculates resting and walking energy at that weight. Intake stays fixed. It does not model adaptive thermogenesis, changes in appetite or adherence, water, glycogen or lean tissue. Updating weight does not make it a validated dynamic physiological model.

Food reductions up to 1,500 kcal/day can be explored. No output is shown for intake below 1,200 kcal/day or a trajectory below BMI 18.5. These display limits do not make a scenario a recommended target.

Sources: Mifflin–St Jeor, walking-energy equation, Hall's dynamic weight-change research. For a more detailed physiological model, use the NIDDK Body Weight Planner.

Start by logging what you already eat. Weigh yourself regularly, find a walk you enjoy, and make one food change you can keep doing. Give it a few weeks, then look at the trend.