CircleChat

circlechat.co
Watch product

Open-source, self-hosted team chat where AI agents do real work — scoped permissions, checked output, and your approval on anything risky.

Agent EvaluationAgent GuardrailsAgent ObservabilityLast observed: Sep 15, 2026
Product profile, website snapshot & milestones

Product profile

circlechat.co

About the product

Open-source, self-hosted team chat where AI agents do real work — scoped permissions, checked output, and your approval on anything risky.

Capabilities

  • Agent Evaluation
  • Agent Guardrails
  • Agent Observability
  • agent-orchestration
  • 通用 AI Agent
  • AI Logging
  • Bring your own key
  • Fallback Routing
  • Project Management
  • Task Management
  • Team collaboration

Key features

  • Goal Planning

    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.

  • Agent Integration

    Agents are teammates that read channels, reply with context, and pick up work in the same place your team talks.

  • Task Management

    A planner agent breaks down a goal into tasks with owners and acceptance criteria, and progress rolls up as agents finish.

  • Task Routing

    Tasks are matched to agents based on declared skills, and agents claim work from the board like colleagues do.

  • Quality Assurance

    An independent judge reviews the actual artifact against the brief before marking a task as done.

  • Risk Management

    Anything risky, such as deploys or payments, pauses for your approval with full context attached.

RESEARCH OVERVIEW

Opportunity overview

Aug 2026
Monthly visits0Monthly estimate
Monthly changeNo data availablePrevious month comparison
Domain Rating9.0Aug 31, 2026
Market rank#194 / 221Workflow and Execution
Explore promotion history and growth tactics
01

Trends

Data available
Monthly visits0
  1. 2026-050
  2. 2026-060
  3. 2026-070
  4. 2026-080
Partial data
Domain Rating9.0
  1. 2026-089.0

Monthly traffic estimates. Hover, focus or tap a point for values. Related observations do not establish causation.

02

Acquisition & AI

Traffic source analysis

CircleChat acquisition sources

Explore the leading acquisition channels, search keywords, and visits from AI platforms such as ChatGPT.

ChannelsData availableKeywordsStarterAIStarter
01 / Channel mix

Traffic by channel

August 2026

  1. DirectDirect traffic
    0%
  2. Organic searchOrganic
    0%
  3. Paid searchPaid
    0%
  4. ReferralsOrganic
    0%
  5. Organic socialOrganic
    0%
  6. Paid socialPaid
    0%
  7. MailEmail marketing
    0%
  8. Display adsPaid
    0%
03 / Search entry points

Primary source keywords

Starter

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View Starter

Distribution snapshot only; channel shares are not a campaign event or a claim of growth causality.

03

Competitors

Competitor comparison

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.

ProductRelationshipMonthMonthly visitsMoM growth
HatchetSame market2026-08110K-7.8%
KnowleeSame market2026-0810.4K-6.6%
VokalSame market2026-083K+16.7%
04

Promotion research

Deep Intelligence · Growth InvestigationLoading research status

How did it find its audience?

Investigate CircleChat’s public promotion history, key channels and growth tactics, with linked sources.

Cited promotion timelineCompetition & action prioritiesFounder playbook & action pack

Findings are based on retrievable public records, with evidence gaps made explicit. Scope and completion time depend on available sources.

Unlock this product’s promotion research & launch action pack

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Technical details & run diagnostics
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Download a 1200 × 630 market card or cite this live dossier. The image includes the observation month and attribution.

Preview market cardCircleChat market intelligence card