Every tool, hands-on tested.
Real humans running real prompts and real workflows. Scored on the RAI Framework across 6 weighted dimensions. This is 60 to 70% of what the system reasons over.
500+ tools launch every month. Most directories are affiliate-driven or outdated. We test every tool by hand, score it on six dimensions, and cross-check it against live signals from the web, so you don't have to guess.
Tell us the shape of the work. We'll map it to the tools that actually ship, not the ones with the loudest ads.
Human testing is the primary source of truth. Reasoning translates that evidence into answers for your specific context. Live web signals keep it honest.
Real humans running real prompts and real workflows. Scored on the RAI Framework across 6 weighted dimensions. This is 60 to 70% of what the system reasons over.
Your question gets matched to the tools we've actually tested, then turned into a personalized, cited answer. Not a generic list.
Fresh sentiment from Reddit, X, Product Hunt, and tool websites. Collected in parallel and refreshed every 3 to 7 days. Cross-checks our lab against user reality.
We don't average benchmarks. We weight what correlates with real-world outcomes.
Claude leads the category on every axis. Its widest margins are on innovation and performance. The closest race is on value for money.
Solid polygon is Claude. Dashed polygon is the category average across 38 general-purpose assistants.
Defaults. On the browse page you can slide these weights to your own use case and the catalog re-ranks live.
Alongside our answer, we pull fresh signals from Reddit, X, Product Hunt, and the open web. Grouped into sentiment, top strengths, most-complained-about issues, and pricing moves. Refreshed every 3 to 7 days.
“Finally an assistant that doesn't lose the thread at 80k tokens. Swapped our internal docs Q&A over last week.”
“Artifacts + Skills removed half our internal tooling. Unreal.”
“Love the output quality. Rate limits on Pro are the main friction for heavy users.”
A few things we're building next. Web Intelligence is already live; the Community Layer is in the shop.
Agents that pull real-world web sentiment, monitor tool updates, and track industry shifts, so recommendations stay smart and current.
Real reviews from real users. Share experiences, discover use cases, and learn from the community's collective wisdom.
Describe your problem in plain language. Get a cited, reasoned recommendation from a system that actually tested the tools.