← Idea market
Fitness1,018,600 searches / mo

Calorie photo logging

Logging a meal in one photo, not ten taps.

Opportunity score

6,390 / 10k

Worth a weekend. Demand is real, execution decides it.

Rank

#45

Gap

C

  • Demand

    100

    1,018,600 contestable searches a month across 25 related keywords.

  • Momentum

    30

    Last three months ran down 24.6% against the three before, seasonality smoothed out.

  • Competition gap

    8

    28 real products rank on page one for this, ad competition 0.28.

  • Crowd

    47

    10 head-to-head rankings from builders, counted at partial weight until 20.

  • Willingness to pay

    61

    Advertisers pay $3.35 a click for this search — some money moves here.

What this score is based on

evidence checked 9/28/2026

  • Search demand verified against Google Ads data
  • 12 months of search history
  • 25 related keywords clustered
  • 8 firsthand pain signals from forum threads
  • 28 competitors analyzed from page-one results
  • 10 crowd rankings from builders

Search demand comes from Google Ads data via DataForSEO and refreshes daily. Competitors come from a live scan of page-one results. Crowd input comes from builders ranking ideas 1-2-3 on the market.

Keyword cluster

25 keywords · 1,018,600 searches a month combined

Demand counts the whole cluster: 1,018,600 searches a month across every relevant way people look for this problem. The intent label on each keyword tells you how close that searcher is to wanting software.

KeywordIntentSearchesCPCAd comp.
calorie counter deficitunclear301,000$0.900.26
calorie counterunclear49,500$2.000.22
chipotle calorie counterunclear49,500$1.960.00
burn calorie counterunclear49,500$0.590.00
calorie counter appwants a tool27,100$3.490.46
free calorie counter appwants a tool27,100$2.850.68
best calorie counter appwants a tool27,100$4.250.66
best calorie tracker appwants a tool27,100$4.250.66
calorie calculator appwants a tool27,100$3.490.46
calorie appwants a tool27,100$3.490.46
good calorie counting appwants a tool27,100$4.250.66
free calorie calculator appwants a tool27,100$2.850.68
best calorie calculator appwants a tool27,100$4.250.66
calorie checker appwants a tool27,100$3.490.46
counting calories app freewants a tool27,100$2.850.68
counting calories free appwants a tool27,100$2.850.68
good app for tracking calorieswants a tool27,100$4.250.66
calorie counting apps for freewants a tool27,100$2.850.68
calorie chart appwants a tool27,100$3.490.46
application for calorie countingunclear27,100$3.490.46
best app calorie trackerwants a tool27,100$4.250.66
calorie counter phone appwants a tool27,100$3.490.46
calorie guide appwants a tool27,100$3.490.46
calorie tracker app bestwants a tool27,100$4.250.66
calories in appwants a tool27,100$3.490.46

CPC is what an advertiser pays Google for one click on that phrase — a rough price tag on how valuable the visitor is. Ad comp. runs 0 to 1 and is how full the ad auction is: near 1 means advertisers are fighting over it (money is there, but ranking is hard), near 0 means almost nobody bids.

Who has the problem

Logging food intake in existing calorie tracking applications is a tedious, multi-step process involving searching, tapping, or scanning. This friction discourages consistent use and leads to inaccurate tracking, making it difficult to maintain a calorie deficit.

"I’m so out of the loop and don’t know what exists anymore because I lost all the weight and was done and kept it off for 2 years but now I’m 10 pounds ..."from a thread we pulled below
Who experiences it
A person trying to manage their weight or diet by being in a calorie deficit, actively searching for tools like a 'calorie counter app' (27,100/mo) or 'calorie tracker app' (27,100/mo).
When it happens
They are about to eat a meal and need to record its nutritional information to maintain a calorie deficit.
How often
This occurs with every meal or snack, multiple times a day.
What they do today
They use existing 'best calorie counter app' (27,100/mo) like Cronometer or MyFitnessPal, but struggle with manual entry, scanning barcodes, or finding accurate food data for every item they consume.

Read off 25 search phrases and 8 forum threads listed below, 10/1/2026.

Why now

Demand is cooling; build only if you have an angle the incumbents lack.

  • Searches are down 33% year over year

    81,093 a month twelve months ago → 54,245 now for "calorie counter app".

  • Cooling 25% over the last quarter

    Last three months of searches against the three before them.

  • Peaks in October

    Demand swings 83% across the year, so ship roughly two months before October.

  • Advertisers pay $3.35 a click here

    Buying this intent instead of ranking for it would run roughly $1,023,693 a month — money is already chasing these searches.

  • 6 real products on page one

    Alongside 18 articles and reference pages, which is room a focused tool can take.

Search data

verified · dataforseo:us · refreshed 9/28/2026

Lead keyword
calorie counter app
Cluster volume
1,018,600 / mo
across 25 related keywords; lead phrase is 60,500 / mo
CPC
$3.35
what an advertiser pays for one click here
Ad competition
0.28
0-1 scale: barely any advertisers bidding

Opportunity score 6,390 = 40% contestable search demand (1,018,600 a month across 25 keywords) + 25% how open the competition still is (28 products on page one) + 15% momentum (last three months vs the three before, capped so one bucketed month can't swing it) + 10% willingness to pay ($3.35 a click) + 10% crowd rankings (Elo 1527, 10 head-to-heads, weighted by how many votes exist). Anything we can't measure is dropped and the rest re-weighted, so a blank signal never counts as an average one. Search data refreshes daily from Google Ads via DataForSEO.

Monthly searches for "calorie counter app"

10 votes · demand from dataforseo:us, updated 9/28/2026

81,093
Sep 25
81,093
Oct 25
66,299
Nov 25
44,382
Dec 25
66,299
Jan 26
54,245
Feb 26
81,093
Mar 26
54,245
Apr 26
54,245
May 26
44,382
Jun 26
44,382
Jul 26
54,245
Aug 26

Peak 81,093 · latest 54,245 · low 44,382 searches a month

Google reports monthly volume in fixed buckets (…27,100 · 33,100 · 40,500 · 49,500), so steady months land on the exact same number. Weekly data isn't published.

This chart tracks the single lead phrase. The demand score uses the whole cluster of 25 related phrases (1,018,600 searches a month), listed below.

Revenue potential

estimate, not a promise

Priced and converted as a prosumer subscription — the funnel below changes with that model, because a freemium consumer app and a B2B tool convert nothing alike.

MRR by month 12

$30,333 – $187,738

1,596–9,881 paying users · +174–1,075 new a month at 5% churn

Year-one run rate

$363,999 – $2,252,860

the month-12 number annualised — you earn less than this during the ramp

Price

$19/mo

same price as the business model below

24-month projection

log scale

Month 24 · hover to scrub

Slow build $36,276Good execution $243,482Breakout $3,730,311

The two solid lines are the range above: a slow build and good execution on a slice of this demand. The dashed line is the breakout — you become the default answer for this problem, take roughly a quarter of the intent, convert far better because people arrive already sold, and churn halves. That's the outcome worth chasing, and it's about $3,730,311 a month by month 24 (488,928 paying users). Most ideas land on the bottom line; the point of the chart is that the ceiling isn't the estimate.

How we got there

  • 1,018,600 cluster searches a month, 1.6x for app stores and word of mouth.
  • You reach 0.9-5.5% of that, scaled by ad competition 0.28.
  • 10% of visitors sign up, 12% of those pay. Trial-led: people arrive already shopping, so trial-to-paid runs high.
  • That wins 174-1,075 new subscribers a month. Stack 12 months of that against 5% monthly churn and you're holding 1,596-9,881 paying users by month 12.
  • Price $19/mo, taken from the business model below.

Who already builds this

6 real products · 18 articles, explainers and store pages · 6 read in depth · scanned daily on Google for "calorie counter app"

6 real products own this search. Everything else on page one is a roundup, review post or explainer, listed separately below.

  • #4Cronometer

    Ranks #4 on Google for "calorie counter app".

    Pricing Free Version; Gold; Cronometer Pro

    Strengths Highly accurate, comprehensive nutrition data including up to 95 nutrients, detailed food journaling, integrations with devices, and multiple easy logging methods (photo, voice, text, barcode scanning).

    Weaknesses The specific benefits or features of the 'Gold' paid tier are not explicitly detailed beyond general statements like 'thoughtful features and easy UI' or 'personalized insights and trends'.

    ~255,344 organic visits a month (estimate)

    cronometer.com · from live Google results · verified Aug 18

    source page
  • #5Beyondtype1

    Ranks #5 on Google for "calorie counter app".

    Weaknesses The provided text is an article discussing five different apps and does not describe a specific software product with pricing, strengths, or weaknesses for a single app.

    ~310,792 organic visits a month (estimate)

    beyondtype1.org · from live Google results · verified Aug 18

    source page
  • #7Ro

    Ranks #7 on Google for "calorie counter deficit".

    ~2,469,425 organic visits a month (estimate)

    ro.co · from live Google results · verified Aug 18

  • #8Myfitnesspal

    Ranks #8 on Google for "calorie counter app".

    ~1,317,569 organic visits a month (estimate)

    myfitnesspal.com · from live Google results · verified Aug 18

  • #9Calories

    Ranks #9 on Google for "calorie counter app".

    ~421,276 organic visits a month (estimate)

    calories.info · from live Google results · verified Aug 18

  • #16Calory

    Ranks #16 on Google for "calorie counter app".

    ~154,827 organic visits a month (estimate)

    calory.app · from live Google results · verified Aug 18

Also ranking, but not products (18)

Roundups, review posts, explainers and store pages. They compete for the search, not for the job — they don't count against the competition gap.

Likely business model

willingness to pay 49/100

Prosumer subscription

People are actively shopping for a tool here, so charge from day one.

How rivals make money 5 competitors read: 1 on subscriptions, 0 one-time, 2 free. Plans seen: Free Version; Gold; Cronometer Pro

Price to test · from ad click value

$8–$30/mo

No competitor pricing page was readable across the 5 we checked, so this band comes from what a click on this intent costs advertisers ($3.35) — a starting price to test, not a proven one.

What to charge for

Trial then subscribe. This crowd is already comparing paid tools, so ask for the card early rather than running a wide free tier.

What this data can't tell you

  • · Nobody's published price backs this band yet — treat the number as a test, and put a price up in week one to find out.

Willingness-to-pay evidence

  • 5 competitors read: 1 on subscriptions, 0 one-time, 2 free. Plans seen: Free Version; Gold; Cronometer Pro
  • Advertisers pay $3.35 a click for this intent — real money already chases it.
  • 84% of the 25-keyword cluster is commercial-intent wording (best, app, pricing, alternative).
  • Ad competition 0.28 — few advertisers fighting for it.

Firsthand pain signals

8 discussions · source links, check them yourself

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