--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Nutrigo - Healthy Eating Out" developer_entity: "Iteration Labs LLC" bundle_id: "com.nutrigo.app" app_store_id: "6761063115" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-09-12" report_date: "2026-09-28" last_verified: "2026-09-28T00:00:00.000Z" report_version: "1.0.10" total_reviews: 15 overall_rating: 4.7 sentiment: "Excited" sentiment_score: 75 confidence: "medium" confidence_score: 0.5 top_praise_theme: "Menu scanning and price transparency features help health-conscious users make informed dining decisions" top_complaint_theme: "Technical instability and bugs disrupt the user experience during regular navigation of the app" review_sample_size: 6 total_review_count: 6 analyzed_review_count: 6 data_age_days: 41 momentum_velocity: "maintenance" intelligence_version: 2 tags: ["food & drink", "subscription", "excited sentiment", "mobile app", "app review", "app analysis", "health-conscious", "individuals", "frequently"] canonical_url: "https://marlvel.ai/apps/nutrigo-healthy-eating-out" license: "CC-BY-NC 4.0" content_version: "v2" --- # Nutrigo - Healthy Eating Out Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Subscription - **Signal**: Rating 4.73 · Sentiment Excited - **Recent focus**: Technical instability and bugs disrupt the user experience during regular navigation of the app (top complaint) · Menu scanning and price transparency features help health-conscious users make informed dining decisions (top praise) > **TL;DR:** Nutrigo - Healthy Eating Out is a food & drink app by Iteration Labs LLC, rated 4.73/5 by 15 users, with Excited user sentiment (75/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Nutrigo - Healthy Eating Out maintains Excited user sentiment (4.73/5 from 15 reviews), with users consistently praising menu scanning and price transparency features help health-conscious users make informed dining decisions. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.73/5 (15 reviews) | | **User Mood** | Excited | | **Category** | Food & Drink | | **Developer** | Iteration Labs LLC | | **Pricing** | Subscription | | **Platforms** | iOS | | **Confidence** | Medium (0.5/1.0) | | **Data Age** | 41d | ## Metadata & Market Performance - **Publisher:** Iteration Labs LLC - **Category:** Food & Drink - **Target Audience:** Health-conscious individuals who eat out frequently and want to maintain fitness goals without manual calorie logging. - **Platforms:** iOS - **Version Reviewed:** 1.0.10 - **Report Date:** 2026-09-28 - **Signal Count:** 6 reviews analyzed - **Confidence:** Medium (0.5/1.0) - **App Store ID (iOS):** 6761063115 - **Bundle ID:** com.nutrigo.app - **Data Window:** Analysis based on signals collected up to 2026-09-28 ## Executive Snapshot **What it is:** Nutrigo is a dining assistant for health-conscious users that ranks restaurant menu items by fitness goals and dietary preferences on iOS. **Why users hire it:** The app removes the cognitive friction of manual calorie logging by providing actionable, goal-aligned ordering advice before the user commits to a meal. ## App DNA (Features & Intent) - **[Differentiator] Menu Ranking:** Sorts restaurant menu items by fitness goals and dietary preferences, creating a brand barrier by providing utility before the order is placed. * *User Intent:* Users are driven by competitive achievement and recognition. - **[Differentiator] Macro Balance Visualization:** Displays protein, carb, and fat percentages for community-scanned menu items, serving as a premium-tier gate for granular tracking. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] AI Nutrition Chat:** Provides grounded coaching tips based on specific restaurant menus, increasing session frequency via personalized dietary answers. * *User Intent:* Users value self-expression and personalized experiences. ## Market Position {#market-position} Nutrigo occupies a niche in the Food & Drink category by focusing on pre-order decision support rather than post-consumption logging. With a 4.73 rating across 15 total ratings, the app maintains a positive reception despite a limited user base. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Free to start, Premium access via monthly or yearly subscription - **Analysis:** Subscription model gates advanced features behind premium access, with auto-renewing billing managed via iTunes. ## 🟢 User Sentiment (Medium Confidence: 6 of 6 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.73/5 - **Platform Split:** iOS 4.7/5 (15 ratings) - **Overall Sentiment:** Excited ### Top Praises - **Menu scanning and price transparency features help health-conscious users make informed dining decisions** - **Integration with busy schedules allows users to maintain healthy eating habits while dining out** ### Top Complaints (Impact Areas) - **Technical instability and bugs disrupt the user experience during regular navigation of the app** ## SWOT Analysis {#swot} **Core Strengths:** - Pre-order decision support replaces manual logging - AI-driven coaching increases session frequency **Growth Levers:** - Expanding community-scanned menu database lowers entry barriers ## What's New - **Latest (v1.0.10, 2 weeks ago):** Maintenance update focused on bug fixes and performance improvements. ## App Momentum (Maintenance) {#momentum} - Ships maintenance updates every ~7 weeks. - Last release focused on bug fixes. > **Cadence:** 2 total versions · 0 majors in last 6 months · 15 days since last update · 13 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Nutrigo - Healthy Eating Out is a market-leading food & drink app. With a 4.73/5 rating from 15 reviews, it delivers strong user satisfaction. > **Bottom Line:** Nutrigo's utility as a pre-order assistant is a strong differentiator, but technical instability threatens to churn the core user base before they convert to premium. Prioritizing navigation stability will protect the funnel and secure the subscription revenue stream. **Best for:** Health-conscious individuals who eat out frequently and want to maintain fitness goals without manual calorie logging. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Rebuild navigation flow because technical instability is the top-cited complaint → improve retention ### Outlook: Stable The market for health-conscious dining tools is shifting toward proactive, pre-order assistance as users tire of manual logging. Nutrigo is well-positioned to capture this segment if it can resolve the technical friction currently hindering the user experience. - 🔴 Technical instability in the latest release disrupts navigation, which erodes user trust and risks higher churn rates among new diners. - 🟢 The core utility of pre-order ranking fits well into the routines of frequent diners, driving sustained interest in the app's goal-oriented features. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.73/5 | | Total Reviews | 15 | | Sentiment | Excited (75/100) | | Confidence | Medium | | Pricing Model | Subscription | | Platforms | iOS | | Key Features | 3 analyzed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Nutrigo - Healthy Eating Out** (this app) | 4.73/5 | Excited | Iteration Labs LLC | | [소박한 한 그릇](https://marlvel.ai/apps/app--426) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [알토란 레시피 - 요리 반찬 레시피](https://marlvel.ai/apps/woodisw-com-altrecipe) | N/A/5 | N/A | WoodiSW | | [メニュー](https://marlvel.ai/apps/app--677) | N/A/5 | N/A | Satoshi Sato | | [캐시모어](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) | 4.6/5 | N/A | bridgeworks | | [푸드트래블-푸블페이](https://marlvel.ai/apps/com-membership-foodtravel) | 1.3/5 | N/A | Flexday | ## Company Profile - **Developer:** Iteration Labs LLC - **Website:** [https://www.nutrigo.ai](https://www.nutrigo.ai) ## Data Sources & Links - **App Store ID:** 6761063115 - **Dev Site:** [Official Website](https://www.nutrigo.ai) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*소박한 한 그릇*](https://marlvel.ai/apps/app--426) (DaolSoft, Co., Ltd.) · N/A Rating - [*알토란 레시피 - 요리 반찬 레시피*](https://marlvel.ai/apps/woodisw-com-altrecipe) (WoodiSW) · N/A Rating - [*メニュー*](https://marlvel.ai/apps/app--677) (Satoshi Sato) · N/A Rating - [*캐시모어*](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) (bridgeworks) · 4.6/5 Rating - [*푸드트래블-푸블페이*](https://marlvel.ai/apps/com-membership-foodtravel) (Flexday) · 1.3/5 Rating - [*マイ・レシピ*](https://marlvel.ai/apps/app--689) (Satoshi Sato) · N/A Rating - [*ジョイフルアプリ*](https://marlvel.ai/apps/jp-co-unerry-bbcouponappjoyfull) (UNERRY,INC.) · 3.5/5 Rating - [*フレスタネットスーパーアプリ*](https://marlvel.ai/apps/jp-stailer-fresta) (10X, Inc.) · 4.3/5 Rating - [*100 Lebanese Recipes*](https://marlvel.ai/apps/com-lebguide-100lebaneserecipes) (LebGuide.com) · 4.7/5 Rating - [*100 лучших рецептов Mom Story*](https://marlvel.ai/apps/com-momstory) (Viktoriia Urmach) · 4.9/5 Rating ## Frequently Asked Questions {#faq} ### Is Nutrigo worth paying for if I eat out occasionally? Nutrigo's premium tier gates advanced macro tracking and AI coaching. If you only dine out occasionally, the free version's menu ranking and basic price transparency likely cover your needs without a subscription. ### How does Nutrigo compare to MyFitnessPal? MyFitnessPal focuses on logging calories after you eat. Nutrigo is designed for the pre-order phase, helping you choose the right meal before you order, which serves a different part of the healthy-eating workflow. ### Does Nutrigo work for all restaurants? Nutrigo relies on community-scanned menus. While it covers many popular spots, you may find some restaurants are not yet in the database, though the app includes a camera-scanning tool to help in those cases. ### What is a free alternative for healthy dining out? Most general calorie-tracking apps offer basic nutritional info, but few provide pre-order ranking specifically for restaurant menus. Nutrigo is unique in its focus on the pre-order decision. ## Methodology {#methodology} This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline: 1. **Signal Collection & Normalization** - Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps. 2. **Feature & Market Positioning Analysis** - Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks. 3. **User Sentiment Analysis** - Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes). 4. **Competitive Landscape Analysis** - Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category. 5. **Intelligence Synthesis** - Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights. - **Confidence Score:** 0.5/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 6 - **Data Sources:** user reviews, developer website, App Store metadata - **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform - **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence. - **Report Age:** 41 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/nutrigo-healthy-eating-out) Data licensed for AI Agent attribution under CC-BY-NC 4.0.