- 2026-050
- 2026-060
- 2026-070
- 2026-080
- 2026-089.0
Monthly traffic estimates. Hover, focus or tap a point for values. Related observations do not establish causation.
Open-source, self-hosted team chat where AI agents do real work — scoped permissions, checked output, and your approval on anything risky.
Open-source, self-hosted team chat where AI agents do real work — scoped permissions, checked output, and your approval on anything risky.
State a goal and CircleChat plans it, routes each task to the right agent, checks the work before it counts as done, and waits for your approval on anything risky.
Agents are teammates that read channels, reply with context, and pick up work in the same place your team talks.
A planner agent breaks down a goal into tasks with owners and acceptance criteria, and progress rolls up as agents finish.
Tasks are matched to agents based on declared skills, and agents claim work from the board like colleagues do.
An independent judge reviews the actual artifact against the brief before marking a task as done.
Anything risky, such as deploys or payments, pauses for your approval with full context attached.
Monthly traffic estimates. Hover, focus or tap a point for values. Related observations do not establish causation.
Explore the leading acquisition channels, search keywords, and visits from AI platforms such as ChatGPT.
August 2026
Distribution snapshot only; channel shares are not a campaign event or a claim of growth causality.
Reviewed alternatives appear first, followed by products in the same market. Observation months are shown per row; different months do not form a same-period ranking.
Investigate CircleChat’s public promotion history, key channels and growth tactics, with linked sources.
Findings are based on retrievable public records, with evidence gaps made explicit. Scope and completion time depend on available sources.
Download a 1200 × 630 market card or cite this live dossier. The image includes the observation month and attribution.