See what tools people want before you build them

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

1,209,312

mentions analyzed

688,942

signals classified

opportunities this week

Tool ideas to build - August 10, 2026

#IdeaScale

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The online conversations behind these opportunities

Across 18 categories and 225k mentions, bugs and reliability are by far the loudest complaints, dwarfing everything else. People like powerful features and good integrations when they work, but trust is being destroyed by tools that break constantly. The clearest opportunity is not building something new and flashy, it is building something that simply works.

What people like

Tools with strong, capable feature sets
Easy to pick up and use
Works well with other tools
AI quality when it actually delivers
Fair pricing people feel good about

What people want

Want tools to stop breaking so often
Want consistent, dependable uptime and stability
Want missing features added without waiting forever
Want smoother connections to other software
Want cleaner, less confusing interfaces

Categories covered this week

Coding76,323 mentions Software44,815 mentions AI Chat28,231 mentions Finance13,002 mentions Cloud Storage11,632 mentions Project Management9,904 mentions Security7,434 mentions Marketing5,804 mentions Design5,600 mentions E Commerce5,161 mentions AI Image4,148 mentions CRM3,459 mentions Communication2,867 mentions Business2,859 mentions AI Video1,823 mentions Video Editing1,767 mentions AI Writing1,694 mentions Education1,457 mentions

Top complaints overall

Bugs83978