MyFitnessPal opens with a leadership claim and nutrition labels floating over lunch. The next frame adds ingredient records. Neither shows the person checking a portion or saving the entry. The effortless part is mostly implied.
One storefront, one language and a dated capture. This is an independent editorial audit, not a client case study.
Store & market
Apple App Store · United States
Language & device
en-US · iPhone
Captured
30 September 2026
Creative reviewed
First 3 still screenshots; video and other devices excluded
Observed app name · 29/30 characters
MyFitnessPal: Calorie Counter
Observed subtitle · 29/30 characters
AI Nutrition & Macros Tracker
Gab’s take · Five criteria. Two points each.
Why this gets 4/10
The nutrition information makes the tracking purpose understandable. Keep that clarity. The missing piece is the logging and review action, not a reason to pretend the whole listing is useless. Show one input, a readable portion check and the saved result. Keep sample data clearly labelled. A photograph surrounded by numbers is not proof of accurate or effortless tracking.
Reason to care
1/2
Food and nutrition information establishes a relevant tracking use case. The number-one claim still distracts from a specific logging benefit.
Product evidence
1/2
Nutrition data appears without capture, correction or saving.
Readable at a glance
1/2
Split food imagery and small nutrient labels weaken standalone clarity.
A useful sequence
1/2
The food and nutrient views introduce related tracking information, but the repeated output leaves the input-and-review process incomplete.
A reason to choose
0/2
Numbers and leadership claims do not establish accuracy or ease.
0: not earned · 1: useful but incomplete · 2: clearly demonstrated. Judged on the dated opening creative; public metadata provides context. These points assess creative execution, not private conversion or ranking performance. Read the scoring criteria · See all ten verdict levels
Figure 1. First three still screenshots from the US iPhone listing, captured 30 September 2026. Creative belongs to the app publisher and is reproduced for analysis. Publisher claims inside screenshots are not independently verified.
What I’d put on the table
Proposed copy for discussion. These are not current listing fields or tested winners.
Observed listing
MyFitnessPal: Calorie Counter
AI Nutrition & Macros Tracker
Proposed alternative
MyFitnessPal: Calorie Counter
Log food. Review your macros.
Name 29/30 · Subtitle 29/30 characters
Metadata comparison. A proposed alternative to review against the current listing.
Retain the familiar descriptive name and make the subtitle describe two observable tasks. This focuses on workflow rather than implying that automation removes the need to check an entry.
The tradeoff: The alternative removes explicit AI positioning and may underrepresent assisted logging for users seeking it. Validate that acquisition intent and current entitlements before deciding whether task clarity deserves the limited subtitle space.
Gab’s proposed direction
Give each screenshot a job.
Read the sequence from top to bottom on mobile, left to right on desktop. These are message-layout sketches, not screens from MyFitnessPal or tested results.
01Make the benefit clear
Proposed headline
Add the food you want to log
Illustrative layout · verify the real flow
Put this in the frame: A verified current entry workflow, with the actual input method and access context shown.
Why it earns the space: Explain the starting action rather than implying that a photo alone guarantees exact information.
02Show useful evidence
Proposed headline
Check the entry and portion
Illustrative layout · verify the real flow
Put this in the frame: The real review/edit controls before saving, using clearly illustrative data.
Why it earns the space: Make the user’s checking step visible and avoid promising nutritional precision from the creative.
03Move the decision forward
Proposed headline
Review your recorded pattern
Illustrative layout · verify the real flow
Put this in the frame: The current summary corresponding to the example entries, without a promised health outcome.
Why it earns the space: Connect the inputs to a useful record while keeping illustrative goals distinct from advice.
The test: Does an explicit input-and-review opening pair convert better than the current food-and-nutrient composition? The sketch gives the designer a direction; the actual product and access conditions decide what can ship.
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Lifesum includes AI calorie counting, a food diary and macro tracking in its metadata.
The lesson: An AI label does not explain accuracy, access or the user’s checking role; show those workflow details where relevant.
Competitor comparison. US listing names and subtitles captured 30 September 2026. These are positioning comparisons, not ranking or revenue comparisons.Keyword ideas and their evidence
The keyword questions I’d investigate
Intent candidates grounded in the listing—not fabricated search-volume or difficulty scores.
food diary / calorie counter
Visitor’s job: Record food and inspect a running summary.
Evidence: The observed name and the third screenshot establish counting and nutrition reporting.
Decision: Research the user’s logging job and vocabulary without assuming a weight-loss goal for every visitor.
macro tracker / nutrition log
Visitor’s job: Review the composition of recorded meals.
Evidence: The third frame explicitly displays macro proportions and a food list.
Decision: Validate this intent against the actual product and avoid presenting sample targets as universally appropriate.
meal scan / AI food logging
Visitor’s job: Reduce manual work when recording a meal.
Evidence: The name/subtitle and food-recognition-like creative invite investigation of assisted logging.
Decision: Confirm the exact current feature, plan and review steps before making speed or accuracy claims; the stills alone do not verify the mechanism.
Three 2024–2025 accounts were selected for repeat entry, setup effort and portion flexibility. They are positive overall but contain specific research questions. They do not establish current feature availability, nutritional accuracy, current price or health outcomes.
Sample: 3 selected accounts from 8 displayed reviews. Dates: 17 July 2024–11 August 2025. No sentiment percentage is calculated.
16 April 2025 · 5/5 stars
“food favorites”
An April 2025 reviewer valued reusing food entries and described meal-planning features.
What I’d investigate: Investigate repeat logging and plan access. Their reported value does not verify current pricing or health effectiveness.
A July 2024 reviewer described initial setup effort becoming easier with continued use.
What I’d investigate: Test whether the listing honestly explains the input/reuse workflow; do not reuse their personal weight account as an outcome promise.
A category claim and nutrient labels hide the actual input.
Deliverable: Lead with a supported food-entry action and a specific logging benefit.
Creative brief and current-product check
02
The second frame still skips checking
Ingredient cards show values without a correction or save step.
Deliverable: Enlarge the supported portion review and adjustment controls.
Creative brief and current-product check
03
The chart arrives without a logged meal
The report does not complete the preceding example.
Deliverable: Show the same meal's saved entry and its actual supported summary update.
Creative brief and current-product check
Open the full test plan
One test worth running
Does an explicit input-and-review opening pair convert better than the current food-and-nutrient composition?
Audience
Eligible US English iPhone default-page visitors, without assuming a diagnosis, diet or weight goal for any individual.
Control
Current connected first-two screenshot composition, with the remaining sequence unchanged.
Treatment
Replace the pair with verified input and entry-review screens; keep the summary frame, metadata, offers and remaining creative fixed.
Method
Use eligible App Store product page optimization after product verification and comprehension research. This is a two-frame concept comparison, not an isolated test of one label or a nutritional-accuracy study.
Primary measure
Platform-reported download conversion for eligible randomized traffic.
Guardrails
Check in separate interviews whether visitors understand required review, feature access and that illustrated data are examples. Do not measure or infer health outcomes from this store test.
Decision rule
Predefine the useful effect and sample plan using actual traffic. Reject a misleading concept even if attention improves; retain control when the conversion evidence is inconclusive.
What could muddy the result
Plan changes, new assisted-entry features, seasonal fitness campaigns and shifts in logging versus meal-planning intent may affect interpretation.
No private analytics, search-rank dataset or internal keyword field was supplied. Review quotations are short excerpts; explanations are our summaries. App names and screenshots belong to their respective owners. We are not affiliated with MyFitnessPal. Read our editorial methodology.
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