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Lifesum: AI Calorie Counter

Lifesum: AI Calorie Counter

By Lifesum AB

Lifesum is a health and fitness app for iOS that provides calorie counting, macro tracking, and personalized nutrition plans via AI-enhanced logging.

The App DNA

What makes this app unique?

Users rely on the app to manage weight and nutrition, but the recent AI-first interface shift introduces friction that disrupts established daily tracking habits.

For Individuals seeking weight management, body composition tracking, or improved eating habits through data-driven guidance.

Key features

Multimodal Meal Loggingedge

Logs food intake via photo recognition, voice input, text, or barcode scanning. Reduces friction in the daily logging habit — increases DAU/MAU ratio, expands ad-inventory per active user.

Life Scoreedge

Evaluates health based on combined metrics of nutrition, hydration, and activity levels. Provides a proprietary health metric that creates a high switching cost — direct retention lever for long-term subscribers.

How much does it cost?

subscriptionFree tier with limited featuresPremium tier with 1-month, 3-month, and annual auto-renewing subscription options

Freemium model gates advanced nutrition plans and recipe access behind a recurring subscription.

Velocity

Maintenance developmentperformanceopaqueShow more...

Lifesum currently operates on a maintenance cadence, with three releases identified over the last 85 days. The development team has focused exclusively on stability and bug squashing, as evidenced by the generic release notes provided for the latest version and its predecessors. There is no indication of new feature development or live operations in the recent history. The current release frequency suggests a stable but low-velocity maintenance cycle.

See all version history

Who built it?

Lifesum AB

1 app tracked · Health & Fitness

Explore the full publisher profile

User Sentiment

What do users think recently?

The recent review mood reads frustrated. Users appreciate long-term users previously valued the intuitive manual tracking and reliable food database for weight management and the photo-based logging feature was highly regarded for its convenience before recent interface changes, but report forced ai-driven interface changes make manual food logging significantly more difficult and less accurate.

How are ratings & reviews evolving?

App Store
4.65 · 149k

What users say, by theme

What Users Love
  • Long-term users previously valued the intuitive manual tracking and reliable food database for weight management
  • The photo-based logging feature was highly regarded for its convenience before recent interface changes
What Frustrates Users
  • Forced AI-driven interface changes make manual food logging significantly more difficult and less accurate
+ 2 more themes
What Users Want 2 requests inside

60 of 98 recent reviews analyzed · high confidence · Frustrated overall

Read the full review analysis

Unlock 2 more frustration themes and 2 user requests, each backed by review evidence.

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Competition

Competitive landscape for Lifesum: AI Calorie Counter

How's the Health & Fitness market?

Lifesum maintains a consistent presence in the Health & Fitness category, though recent technical instability threatens its retention of long-term users.

Read the market outlook

The rivals identified

MyFitnessPal: Calorie Counter

By MyFitnessPal, Inc.

With nearly 3 million ratings and a massive, established user base, this is the primary benchmark for calorie tracking and food database depth.

  • Maintains a massive, crowd-sourced food database that provides superior search results for niche or regional food items.
  • Offers deep integration with hundreds of third-party fitness trackers and wearable devices beyond basic health app syncing.
  • Provides a robust community forum and social support network that creates significant user lock-in through social accountability.
Lifesum: AI Calorie Counter vs MyFitnessPal: Calorie Counter

Unlock the head-to-head verdict: where this rival wins, and where it loses.

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The Analyst's Read

Key takeaways for Lifesum: AI Calorie Counter

Where is it heading?

Users report: The health tracking market is consolidating around reliable, high-accuracy data entry, leaving Lifesum exposed to rivals that prioritize clinical precision. Maintenance-mode updates leave the app vulnerable to live-ops competitors that can erode its user base through superior stability and feature responsiveness.

  • Technical regressions in the latest release (frequent logouts, data loss) erode the daily habit loop, which compounds the rating drag already visible.
  • The forced AI-first interface creates a friction barrier for power users who rely on manual, predictable tracking workflows.

The SWOT

Core Strengths
  • Life Score proprietary metric creates high switching costs
  • Multimodal logging reduces friction for daily active users
Critical Frictions 2 weaknesses inside
Growth Levers
  • Localized food database expansion could capture regional markets
Market Threats 1 threat identified

Next best moves

1 Pivot

Restore manual logging reliability because user complaints cite data loss and AI hallucination as top churn drivers → improve retention

The counter-intuitive read

The AI-first interface is not a differentiator but a liability…

Read the full take

Feature gaps

Massive crowd-sourced food database (available in MyFitnessPal but missing here)

Since the last report: Lifesum has transitioned into a deeper maintenance cycle, with the time since the last update increasing from 0 to 85 days. Technical instability remains the primary driver of negative sentiment, with no resolution for the data loss and authentication issues identified in the previous period.

Bottom line

Restoring manual logging reliability would address the core frustration driving churn among long-term users. Prioritizing this stability is necessary to protect the daily habit loop that sustains the subscription model.

Unlock 2 critical frictions, 1 market threat and the analyst’s take.

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Sources

  1. [1] App Store, source

Report last updated

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with automated quality gates, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by Lifesum: AI Calorie Counter, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

What's new

Lifesum has transitioned into a deeper maintenance cycle, with the time since the last update increasing from 0 to 85 days. Technical instability remains the primary driver of negative sentiment, with no resolution for the data loss and authentication issues identified in the previous period.

declined

Persistent Technical Instability

Development Stagnation

Photo Logging Friction

Cite this report

Marlvel.ai. “Lifesum: AI Calorie Counter Intelligence Report.” Updated Jul 29, 2026. https://marlvel.ai/apps/com-sillens-ishape

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