Join the discussion
Compare signals with people who run real workloads
Discuss safety findings, station changes, how to check a provider, and better test questions
When you submit an observation, name the station, the time period, and something others can check
Join the discussion
When you submit an observation, name the station, the time period, and something others can check
Join the QQ group
Compare station experiences, report data issues, and discuss the product
Join Discord
Discuss evaluation methods, model updates, and infrastructure choices
Say what the claim is based on
Discussion can surface leads. Anything used in rankings or published content still needs a source label and platform review
01 / DISCUSSION AREAS
Say what the claim is based on
Community reports can inform review, but remain “User reported” until corroborated
Uptime and station changes
Compare dated notes when a station changes its API address, model, or reliability
Benchmark design review
Challenge tasks, sample sizes, what the numbers cannot prove, and possible false positives
Pricing and support experience
Share invoice, refund, and support observations with dates and provenance
02 / CONTRIBUTION FLOW
Report → review → label
Reports are labeled with their source and verification state before publication
Name the station, time period, task, and something others can repeat
Separate interpretation from observable facts
Mark as User reported until the platform can verify it
Claims need a source, and they are reviewed before they are published.