Cal AI - Food Calorie Tracker app icon

Independent public-signal report

Cal AI - Food Calorie Tracker app review & ASO audit

Google Play · Health & Fitness · Last audited

View store listing
Quick answer

Cal AI - Food Calorie Tracker has a strong public ASO foundation, but this report still identifies specific conversion, review and maintenance signals worth monitoring.

36 days since the developer's last store update
3 ASO actions recommended from the public listing
14 recurring clusters detected in sampled reviews
ASO score87/100Grade A · 3 recommended actions
Store rating4.6/5271,856 ratings
Reviews sampled8873 critical · 15 positive
Estimated valueNot published for enterprise brands
Report audited App last updated 36 days ago 1,000,000+ downloads US storefront data

Executive answer

What does the public evidence say?

ASO health

Cal AI - Food Calorie Tracker has a strong public ASO foundation, but this report still identifies specific conversion, review and maintenance signals worth monitoring.

User risk

13 sampled reviews point to subscription as the strongest recurring complaint.

Maintenance signal

Cal AI - Food Calorie Tracker was last updated 36 days ago.

Review intelligence

Sentiment and complaint concentration

Positive (4–5 stars)15
Critical (1–3 stars)73

Recurring issue clusters

Subscription13 reviews

6 since the last update

Payment21 reviews

5 since the last update

Camera9 reviews

2 since the last update

Device compatibility7 reviews

2 since the last update

Customer support7 reviews

3 since the last update

Refund5 reviews

3 since the last update

The developer last shipped an update 36 days ago. Complaints written since then describe the current build; earlier ones may already be fixed, and severity is scored accordingly.

Twelve-signal ASO audit

What is helping—and what should change?

Priority fixes

MEDIUM

Description looks keyword-stuffed

"tracker" makes up 5.6% of the description — repetition this heavy reads as keyword stuffing to users and risks store spam filters.

Recommended action

Rewrite the repeated phrase into natural sentences and use variations instead.

LOW

No preview video

Neither store requires a video, but listings with one convert noticeably better, and conversion feeds ranking.

Recommended action

Add a 15-30 second preview of the core flow.

MEDIUM

Negative reviews go unanswered

Only 0% of the stored reviews have a developer reply. Replies lift ratings and are read by both stores as an active-listing signal.

Recommended action

Reply to every 1-2 star review; many users raise their score after a reply.

Signals already working

Title uses its keyword spaceObserved in the current public listing.
Short description is fully usedObserved in the current public listing.
25 screenshotsObserved in the current public listing.
Rating 4.6Observed in the current public listing.
Recently updatedObserved in the current public listing.

Review velocityHow many new public reviews arrive per month53.5/month

Developer reply rateShare of sampled reviews the developer has answered0%

ScreenshotsImages shown on the store listing25

Localized marketsMarkets where the listing is actually translatedNot checked yet

ASO keyword map

Main keyword candidates for Cal AI - Food Calorie Tracker

Inferred from public title and description relevance. These are not private search-volume, conversion-rate or live-ranking claims.

01

tracker

100% relevance
02

calorie

98% relevance
03

food

73% relevance
04

cal

56% relevance
05

nutrition

27% relevance
06

calories

23% relevance
07

counter

21% relevance
08

photo

21% relevance
09

snap

21% relevance
10

track

21% relevance
11

amp

19% relevance
12

diet

15% relevance

Indicative public-signal value

Not published for this app

Public-signal valuation is unavailable for major enterprise brands because private revenue, ownership and financial data is required.

Evidence excerpts

What users are reporting

Quoted verbatim from public Google Play reviews. Each carries the rating, date and app version it was left on, so it can be checked against the listing.

This app constantly bugs out and drops my streak even though I logged meals and exercise every day. when I Uninstalled and reinstalled to try and fix this, the app deleted all m...

★★☆☆☆ · v26.33.0Subscription · public Google Play review

I have been using this app for almost 3 months on Premium. It has helped me track and be mindful of my calories however, the AI scanner doesn't work super well. I have to correc...

★★★☆☆ · v26.33.0Subscription · public Google Play review

I thought I had a trial period. I was charged $27 for a full year. This app isn't worth $5. The AI search is often wrong & hangs. Eating home made recipes you add each ingredien...

★★☆☆☆ · v26.31.0Payment · public Google Play review

I don't care about paying. But it's a subscription...

☆☆☆☆Payment · public Google Play review

terrible! gets everything wrong. have to edit every piece of food. even if scanning barcodes

☆☆☆☆Camera · public Google Play review

When I used to have it on my old phone, it was great. i got a new phone and tried to sign in. And it won't let me. there's no help option. i even did the security link. and dele...

☆☆☆☆ · v26.33.0Device compatibility · public Google Play review

Neither store provides a link to an individual review, so these quotes cannot be deep-linked. They can be verified in the app's public reviews on Google Play using the rating and date shown. If you own this app and believe a quote is misattributed, tell us and we will re-audit it.

Clear answers

Questions about Cal AI - Food Calorie Tracker

What is the ASO score for Cal AI - Food Calorie Tracker?

Cal AI - Food Calorie Tracker scored 87 out of 100 in Bright App Data's twelve-signal public listing audit. The score covers listing copy, media, reviews, update cadence, privacy and localization signals.

What problems are users reporting about Cal AI - Food Calorie Tracker?

The strongest detected complaint cluster is subscription, supported by 13 matching sampled reviews. The report shows issue counts and available excerpts.

What are the main ASO keyword candidates for Cal AI - Food Calorie Tracker?

The strongest visible-listing candidates are tracker, calorie, food, cal, nutrition. These are inferred from public title and description relevance, not private search-volume or ranking data.

When was Cal AI - Food Calorie Tracker last audited?

This Bright App Data report was last audited on Sep 2, 2026. Store listings and review patterns change over time, and reports are refreshed automatically as the catalog re-checks each listing.

Why is there no estimated value for Cal AI - Food Calorie Tracker?

Public-signal valuation is unavailable for major enterprise brands because private revenue, ownership and financial data is required. The ASO audit, review complaint clusters and maintenance signals on this page are unaffected.

Does Bright App Data have private analytics for Cal AI - Food Calorie Tracker?

No. Bright App Data uses public app-store listing and sampled review evidence. It does not claim access to private conversion, retention, revenue or developer-console data.

What the store itself requires

Google Play rules that apply to Cal AI - Food Calorie Tracker

Quoted from Google Play's own documentation, with the source for each. These are the published requirements — we report what the public listing shows against them and never assert a violation we cannot see.

Target API level 36 by 31 August 2026

Google Play requires new apps and updates to target Android 16 (API level 36) from 31 August 2026. An existing app below API 35 is only served to new users on devices running at or below its target version, so it quietly stops reaching modern phones.

What this report can see: We can see how long ago this app last shipped an update. We cannot see its target API level — that is only visible in Play Console.

Android Developers — target API level requirements

Crash and ANR thresholds affect store visibility

Google Play may reduce an app's visibility and show a warning on its listing when the user-perceived crash rate passes 1.09%, or the ANR rate passes 0.47%, on a 28-day average. The per-device-model thresholds are 8% for both — an app can look healthy overall and still be failing on one popular handset.

What this report can see: We can see what users report about crashes and device compatibility in public reviews. We cannot see the actual vitals numbers.

Android Developers — Android vitals

Store listing metadata rules

Titles are capped at 30 characters and may not use emoji, repeated special characters, ALL CAPS outside a brand name, or claims about rankings or pricing. Descriptions may not carry unattributed user testimonials or excessive keyword repetition.

What this report can see: All of this is on the public listing, so these checks are fully evidenced.

Google Play — store listing and promotion policy

Verified against Google Play documentation on . Store requirements change — check the linked source before acting on a deadline.

Reviewed by Bright App Data. The report uses public app-store listing and sampled review evidence. Private conversion, retention and revenue data are never guessed. App owners can dispute, correct or refresh this report.

Read the methodology