See what tools people want before you build them

What people say about AI and software tools online, turned into buildable ideas.

1,586,389

mentions analyzed

783,645

signals classified

opportunities this week

Tool ideas to build - November 2, 2026

#IdeaScale

7Feature request aggregator for small software teams Team

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The online conversations behind these opportunities

Across 239,000 mentions and 18 categories, bugs and reliability are by far the loudest complaints, dwarfing everything else. People do like strong features and good integrations when they work, but the gap between how often things break versus how often they just work is enormous. The clearest opportunity in software right now is not building more features, it is making what exists actually work.

What people like

Strong, capable features when they work
Easy to pick up and use
Good integrations with other tools
AI quality praised across many categories
New releases generating real excitement

What people want

Want it to stop crashing and breaking
Want it to work reliably every time
Want missing features actually added
Want smoother, cleaner interfaces
Want better integration with other tools

Categories covered this week

Coding78,473 mentions Software44,949 mentions AI Chat31,950 mentions Finance13,311 mentions Cloud Storage11,885 mentions Project Management10,752 mentions Security7,665 mentions Design6,453 mentions Marketing6,122 mentions E Commerce5,530 mentions AI Image4,698 mentions CRM4,003 mentions Communication3,095 mentions Business3,052 mentions AI Video2,005 mentions AI Writing1,853 mentions Video Editing1,807 mentions Education1,495 mentions

Top complaints overall

Bugs85375