See what tools people want before you build them

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

1,152,649

mentions analyzed

657,548

signals classified

opportunities this week

Tool ideas to build - August 3, 2026

#IdeaScale

7Stability-first cloud storage client Solo

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The online conversations behind these opportunities

Across all 18 categories and 221k mentions, bugs and reliability are the dominant complaints by a massive margin. People like the features when they work, but trust is the core problem. Integrations are a rare bright spot where praise nearly matches complaints, but everything else skews negative.

What people like

Strong features when they actually work
Easy to pick up and use
Good integrations save real time
AI quality impresses when it delivers
Fair pricing gets genuine appreciation

What people want

Want it to stop crashing and breaking
Want consistent, dependable uptime always
Want missing features already promised
Want more integrations out of the box
Want a cleaner, simpler UI

Categories covered this week

Coding75,136 mentions Software44,754 mentions AI Chat25,984 mentions Finance12,751 mentions Cloud Storage11,505 mentions Project Management9,300 mentions Security7,286 mentions Marketing5,535 mentions Design5,044 mentions E Commerce4,903 mentions AI Image3,863 mentions CRM3,143 mentions Business2,752 mentions Communication2,713 mentions Video Editing1,762 mentions AI Video1,708 mentions AI Writing1,601 mentions Education1,438 mentions

Top complaints overall

Bugs83215