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AI assistant apps: 4 product opportunities

75 people left one-to-three-star reviews or posts about ai assistant tools that say something someone else also said. Grouped, that is 4 distinct repeated complaints; the strongest scores 87 out of 100.

Apps in the evidence

The apps these complaints were written about, by low-star reviews in our sample.

Claude by Anthropic10Perplexity - AI Search & Chat9Chatbot AI Assistant - Genie7Grok AI5Grok - AI Assistant5ChatGPT5Replit: Vibe Code with AI Fast4Perplexity - Ask Anything2Lovable: Build Apps With AI2Google Gemini2

The opportunities, ranked

  1. 0187Universal AI credits usable across multiple apps60
  2. 0267Locked — subscribe to read this opportunity9
  3. 0359Locked — subscribe to read this opportunity3
  4. 0459Locked — subscribe to read this opportunity3

Score out of 100, then the number of people who said it. The top complaint in every category is shown in full; the rest, with the reviews behind them and the score breakdown, are Pro.

What they complain about

  • Too expensive×2
  • Poor value for money×2
  • Words mispronounced
  • Won't save things to memory
  • Wastes time on repeated troubleshooting
  • Waste of money
  • Unreliable
  • Unpredictable task completion time

Every ai assistant opportunity with the quotes, the apps named and the score breakdown, plus search and the weekly digest.

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