Vetted is an AI-powered shopping assistant for iOS and Android that aggregates product reviews and pricing to simplify purchase decisions.
Product velocity
Maintenance
Daily rank 🇺🇸
#45
▲40Shopping · grossing
Sentiment
4.4
2k reviews
Nemesis
Shop Public Goods
The App DNA
What makes this app unique?
Users hire Vetted to eliminate the cognitive load of manual price comparison and review synthesis across multiple browser tabs.
For Online shoppers looking to consolidate product research, price comparisons, and review summaries into a single interface.
What does it look like?
Key features
Conversational interface provides product research, comparisons, and summaries of expert and user reviews
Monitors product pricing to identify the lowest available cost
Suggests substitutes for popular items based on user needs
Premium tier offering advanced features beyond the free research tools
How much does it cost?
Freemium model gates advanced capabilities behind a Pro subscription, with payment managed via Apple ID.
Velocity
Maintenance developmentperformanceopaqueShow more...
The app has been inactive for 203 days, placing it firmly in a maintenance cycle. Development momentum is stagnant, as the only release in the observed window consisted solely of minor bug fixes and performance improvements. There is no evidence of new features, content updates, or live operations, suggesting the product is currently in a long-term support phase.
Who built it?
Yahoo
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What do users think recently?
Review voice lately leans excited. Users appreciate ai-driven product research saves significant time by aggregating prices and reviews from multiple sources and curated shopping recommendations help consumers find better value and lower prices than standard marketplaces, but report login failures with google credentials on android devices prevent users from accessing their accounts.
How are ratings & reviews evolving?
What users say, by theme
- 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
- Login failures with Google credentials on Android devices prevent users from accessing their accounts
83 of 93 recent reviews analyzed · high confidence · Excited overall
Read the full review analysisUnlock 2 more frustration themes and 1 user request, each backed by review evidence.
Access the full report for freeCompetition
Competitive landscape for Vetted AI Smart Shopping Agent
How's the Shopping market?
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.
Read the market outlookThe rivals identified
By Shopify Inc.
Directly competes with an integrated AI shopping assistant that helps users discover products, track prices, and manage purchases in one interface.
Vetted AI Smart Shopping Agent vs Shop Public GoodsUnlock the deeper market read.
Access the full report for freeThe Analyst's Read
Key takeaways for Vetted AI Smart Shopping Agent
Where is it heading?
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.
The SWOT
- AI-driven review synthesis replaces manual tab-switching
- Interactive follow-up capability enables refined search criteria
- Direct purchase links would remove conversion friction
Next best moves
Rebuild Google authentication flow because login failures are the #1 Android churn driver → restore daily active habit
+ 1 more prioritized moveThe counter-intuitive read
The app's primary risk is not a lack of features…
Read the full takeSince the last report: 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.
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.
Unlock 2 critical frictions, 1 market threat, 1 more prioritized move and the analyst’s take.
Access the full report for freeFAQ
Is Vetted free to use?
Does Vetted work on Android?
Can I buy products directly through Vetted?
Sources
Report last updated