--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Vetted AI Smart Shopping Agent" developer_entity: "Yahoo" bundle_id: "ai.vetted.vettedmobile" app_store_id: "6469846128" category: "Shopping" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-01-08" report_date: "2026-07-30" last_verified: "2026-07-30T00:00:00.000Z" report_version: "2.27.0" total_reviews: 2466 overall_rating: 4.4 sentiment: "Excited" sentiment_score: 65 confidence: "high" confidence_score: 0.7 top_praise_theme: "AI-driven product research saves significant time by aggregating prices and reviews from multiple sources" top_complaint_theme: "Login failures with Google credentials on Android devices prevent users from accessing their accounts" review_sample_size: 93 total_review_count: 93 analyzed_review_count: 83 data_age_days: 15 momentum_velocity: "maintenance" intelligence_version: 3 nemesis: "Shop: All-in-one shopping" competitor_count: 11 tags: ["shopping", "freemium", "excited sentiment", "mobile app", "app review", "app analysis", "online", "shoppers", "looking"] canonical_url: "https://marlvel.ai/apps/ai-vetted-vettedmobile" license: "CC-BY-NC 4.0" content_version: "v2" --- # Vetted AI Smart Shopping Agent Intelligence Report ## TL;DR {#tldr} - **Category**: Shopping · Freemium - **Signal**: Rating 4.44 · Sentiment Excited - **Recent focus**: Login failures with Google credentials on Android devices prevent users from accessing their accounts (top complaint) · AI-driven product research saves significant time by aggregating prices and reviews from multiple sources (top praise) > **TL;DR:** Vetted AI Smart Shopping Agent is a shopping app by Yahoo, rated 4.44/5 by 2.5K users, with Excited user sentiment (65/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Vetted AI Smart Shopping Agent maintains Excited user sentiment (4.44/5 from 2.5K reviews), with users consistently praising ai-driven product research saves significant time by aggregating prices and reviews from multiple sources. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.44/5 (2.5K reviews) | | **User Mood** | Excited | | **Category** | Shopping | | **Developer** | Yahoo | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | High (0.7/1.0) | | **Data Age** | 15d | ## Metadata & Market Performance - **Publisher:** Yahoo - **Category:** Shopping - **Target Audience:** Online shoppers looking to consolidate product research, price comparisons, and review summaries into a single interface. - **Platforms:** iOS & Android - **Version Reviewed:** 2.27.0 - **Report Date:** 2026-07-30 - **Signal Count:** 93 reviews analyzed - **Confidence:** High (0.7/1.0) - **App Store ID (iOS):** 6469846128 - **Bundle ID:** ai.vetted.vettedmobile - **Google Play ID:** ai.vetted.vettedmobile - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-07-30 - **Short Description:** Shop smart, save time & money ## Executive Snapshot **What it is:** Vetted is an AI-powered shopping assistant for iOS and Android that aggregates product reviews and pricing to simplify purchase decisions. **Why users hire it:** Users hire Vetted to eliminate the cognitive load of manual price comparison and review synthesis across multiple browser tabs. ## App DNA (Features & Intent) - **[Differentiator] AI Shopping Assistant:** Conversational interface provides product research, comparisons, and summaries of expert and user reviews * *User Intent:* Users want to quickly find relevant content or features. - **[Standard] Price Tracking:** Monitors product pricing to identify the lowest available cost * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Product Alternatives:** Suggests substitutes for popular items based on user needs * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Vetted Pro Subscription:** Premium tier offering advanced features beyond the free research tools * *User Intent:* Users want to quickly find relevant content or features. ## Market Position {#market-position} Vetted holds a #48 Grossing position in the US Shopping category. The gap between its high discovery utility and its grossing rank signals monetisation friction relative to its research advantage. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with core research and comparison tools, Vetted Pro subscription with auto-renewing billing - **Analysis:** Freemium model gates advanced capabilities behind a Pro subscription, with payment managed via Apple ID. ## 🟢 User Sentiment (High Confidence: 83 of 93 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.44/5 - **Platform Split:** iOS 4.8/5 (882 ratings) | Android 4.3/5 (1.6K ratings) - **Overall Sentiment:** Excited ### Top Praises - **AI-driven product research saves significant time by aggregating prices and reviews from multiple sources** - **Curated shopping recommendations help consumers find better value and lower prices than standard marketplaces** - **Follow-up question capability allows users to refine their search criteria for more accurate product suggestions** ### Top Complaints (Impact Areas) - **Login failures with Google credentials on Android devices prevent users from accessing their accounts** ## SWOT Analysis {#swot} **Core Strengths:** - AI-driven review synthesis replaces manual tab-switching - Interactive follow-up capability enables refined search criteria **Growth Levers:** - Direct purchase links would remove conversion friction ## Recent Changes (v2 → v3) {#recent-changes} Development activity has ceased for over six months, resulting in a maintenance-only state that has allowed technical friction and data inaccuracies to erode user trust. The decline in sentiment score from 72 to 65 reflects the impact of these unresolved issues on the core user experience. **Overall trend**: Declining **Compared at**: 2026-07-30 ### High-impact changes - **[Added] New technical and trust-based weaknesses** (swot) - **[Declined] Sentiment score reduction** (sentiment) - **[Shifted] Maintenance posture** (positioning) ### Medium-impact changes - **[Removed] Removal of Buying Guides** (features) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Vetted AI Smart Shopping Agent vs Shop: All-in-one shopping - Top Rival - **Shop: All-in-one shopping** by Shopify Inc.: Directly competes with an integrated AI shopping assistant that helps users discover products, track prices, and manage purchases in one interface. ### Contenders (Strong Challengers) - **Karma - Shopping Assistant** by Shoptagr Ltd.: A high-growth shopping assistant focused on price tracking, back-in-stock alerts, and smart product lists. - **Checkmate: Shopping Assistant** by Checkmate: Aggregates deals, tracks packages, and provides a centralized 'smart' inbox for shopping research and savings. - **Fakespot - Shop Smart** by Mozilla: Directly rivals Vetted's review summarization feature by using AI to analyze review authenticity and product quality. - **Honey: Coupons & Cash Back** by PayPal, Inc.: The market leader in price tracking and automated savings, moving increasingly into personalized product discovery. ### Peers (What They Do Better) - **Capital One Shopping** by Capital One Services, LLC: Automated price comparison and coupon tool that targets the same value-conscious demographic. - **Slickdeals: Deals & Coupons** by Slickdeals: Community-driven product research and deal discovery that serves as a manual alternative to AI research. - **Pinterest** by Pinterest, Inc.: A major platform for product discovery and visual shopping research. - **[Google](https://marlvel.ai/apps/google)** by Google LLC: Google's Search Generative Experience (SGE) provides AI-powered product summaries and comparisons directly in search. ### New Kids on the Block (What's Innovative) - **Perplexity** by Perplexity AI: An AI search engine frequently used for 'best product' queries, providing cited research and summaries. - **Arc Search** by The Browser Company: The 'Browse for Me' feature acts as an autonomous shopping agent, summarizing product research from multiple sites. ## What's New - **Latest (v2.27.0, 6 months ago):** Routine maintenance update focused on bug fixes and performance optimization. ## App Momentum (Maintenance) {#momentum} - Ships only minor performance maintenance updates. - Last major release over six months ago. > **Cadence:** 1 total versions · 0 majors in last 6 months · 203 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Vetted AI Smart Shopping Agent is a market-leading shopping app that is free with in-app purchases. With a 4.44/5 rating from 2.5K reviews, it delivers strong user satisfaction. > **Bottom Line:** Stabilizing the Android authentication flow and retail data accuracy is the prerequisite for scaling, as these technical barriers currently negate the value of the AI research engine. **Best for:** Online shoppers looking to consolidate product research, price comparisons, and review summaries into a single interface. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Rebuild Google authentication flow because login failures are the #1 Android churn driver → restore daily active habit ### Outlook: Stable The shopping research market is consolidating, and Vetted's current maintenance posture leaves it vulnerable to rivals that offer a more direct path to checkout. Prioritizing core stability over new features is essential to prevent further churn in the competitive shopping utility space. - 🔴 Persistent authentication failures on Android erode trust, which compounds the negative sentiment already visible in recent reviews. - ⚪ Maintenance-only release cadence (no major updates in six months) limits the ability to respond to emerging competitor features. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.44/5 | | Total Reviews | 2.5K | | Sentiment | Excited (65/100) | | Confidence | High | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 4 analyzed | | Trend | Declining | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Vetted AI Smart Shopping Agent** (this app) | 4.44/5 | Excited | Yahoo | | [Google](https://marlvel.ai/apps/google) | 4.7/5 | Mixed | Google | | [Best Buy: Tech Deals & Savings](https://marlvel.ai/apps/best-buy-tech-deals-savings) | 4.9/5 | Excited | Best Buy Co., Inc. | | [Groupon - Local Deals Near Me](https://marlvel.ai/apps/groupon-local-deals-near-me) | 4.8/5 | Excited | Groupon, Inc. | | [Koupon: Real Deals & Codes](https://marlvel.ai/apps/koupon-real-deals-codes) | 4.8/5 | Mixed | Koupon Inc. | | [바로딜 - 실시간 쇼핑 검색어 트렌드](https://marlvel.ai/apps/real-time-shopping-trends) | N/A/5 | N/A | hippieperm | ## Company Profile - **Developer:** Yahoo - **Website:** [https://mobile.yahoo.com](https://mobile.yahoo.com) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/vetted-ai-smart-shopping-agent/id6469846128?uo=2) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=ai.vetted.vettedmobile&hl=en&gl=us) - **Dev Site:** [Official Website](https://mobile.yahoo.com) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*Google*](https://marlvel.ai/apps/google) (Google) · 4.7/5 Rating - [*Best Buy: Tech Deals & Savings*](https://marlvel.ai/apps/best-buy-tech-deals-savings) (Best Buy Co., Inc.) · 4.9/5 Rating | Positive Sentiment - [*Groupon - Local Deals Near Me*](https://marlvel.ai/apps/groupon-local-deals-near-me) (Groupon, Inc.) · 4.8/5 Rating | Positive Sentiment - [*Koupon: Real Deals & Codes*](https://marlvel.ai/apps/koupon-real-deals-codes) (Koupon Inc.) · 4.8/5 Rating - [*바로딜 - 실시간 쇼핑 검색어 트렌드*](https://marlvel.ai/apps/real-time-shopping-trends) (hippieperm) · N/A Rating - [*모구모 - 일본을 스마트하게 즐기다*](https://marlvel.ai/apps/app--287) (GEONJU CHOI) · N/A Rating - [*카쇼라 스튜디오*](https://marlvel.ai/apps/app--798) (Kakao Corp.) · N/A Rating - [*두란노몰*](https://marlvel.ai/apps/app--973) (Duranno) · N/A Rating - [*번개장터*](https://marlvel.ai/apps/net-quicket-app) (Pic&Go) · 4.4/5 Rating - [*배민상회 - 외식업 식자재 종합몰*](https://marlvel.ai/apps/com-woowahan-baeminmart) (WoowaBrothers) · 3.5/5 Rating ## Frequently Asked Questions {#faq} ### Is Vetted free to use? Yes, Vetted offers a free tier that includes core research and comparison tools. A Pro subscription is available for users who want access to advanced features. ### Does Vetted work on Android? Vetted is available on Android, though recent user reviews report persistent issues with Google account authentication that can prevent access. ### Can I buy products directly through Vetted? Currently, Vetted acts as a research assistant and does not provide direct purchase links, which is a common point of frustration for users looking to checkout quickly. ## 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:** 0.7/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 93 - **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:** 15 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ai-vetted-vettedmobile) Data licensed for AI Agent attribution under CC-BY-NC 4.0.