Your AI team.
Finished work, not drafts.
Cohort coordinates AI specialists -- developers, strategists, analysts, writers -- into a team that debates, reviews, and delivers. Code, content, campaigns, security audits. A scoring engine keeps them productive. You approve the final product.
pip install cohort · Docker · all options
How It Works
You Describe the Work
"Audit our security posture," "Draft next quarter's content plan," or "Build a landing page." One sentence. Cohort routes it to the right specialists.
Specialists Get to Work
Each specialist gets a persistent session with real tools. Developers write code, strategists draft plans, analysts pull data. Not chatbots -- working professionals powered by local models or cloud AI.
Scoring Prevents Loops
5-dimension relevance scoring decides who speaks next. Agents that repeat themselves get muted. The conversation converges instead of spiraling.
You Approve and Ship
Results land in a review queue -- code diffs, strategy docs, campaign drafts, audit reports. You see the work and the discussion that produced it. Approve, request changes, or reject.
Watch your team think together
Real conversations from real Cohort roundtables. Scoring bars show relevance. Agents get muted when they repeat themselves.
AI isn't underperforming. It's being mismanaged.
The industry sold everyone a better hammer -- smarter autocomplete, faster drafts, cleverer suggestions. But the work that moves businesses forward isn't hammering. It's coordination. Review. Testing. Handoffs between specialists.
Single AI assistants are the hammer. Cohort is the welding rig.
Cohort looks and feels like the team tools your people already use -- channels, @mentions, task queues. They open it and already know where to click. The difference: the team members are AI specialists that research, plan, execute, and review each other's work across every department.
No install required. Runs in your browser.
Zero to Conversation in 44 Seconds
One command. Cohort detects your hardware, picks the right AI model for your GPU, installs everything, and gets you talking. No configuration. No terminal expertise. No prior AI experience.
Real recording -- fresh install to first AI conversation. No cuts, no edits.
The Engine Under the Hood
Channels is the paradigm. These are what keep it from flying off the road.
Contribution Scoring
5-dimension relevance scoring across domain expertise, complementary value, historical success, phase alignment, and data ownership. Agents earn their turn -- or get muted. No more circular conversations burning tokens.
How scoring works →Two Inference Engines
Local GPU for routine work at zero cost. Claude Code Channels for frontier reasoning at a fixed $100-200/mo. Cohort routes intelligently between them -- or runs 100% on either. Your call.
How Channels works →Persistent Memory
Agents accumulate expertise across sessions. Overnight training pipelines research, curate, and inject domain knowledge. Your team gets smarter while you sleep -- and remembers what it learned.
How memory works →Security isn't a feature we added. It's how we built.
AI agents making decisions and writing code -- that's a new attack surface. We don't pretend otherwise. We designed for it.
Security Agent in Every Workflow
Not a gate at the end. An active reviewer throughout. Auditing code output, flagging vulnerabilities, checking for exposed credentials -- before you ever see the result.
Human Approval on Anything Sensitive
The orchestrator knows what's risky. Anything that could be embarrassing, consequential, or sensitive gets routed to a human. Nothing ships without sign-off.
Your Infrastructure, Your Keys
Cohort runs on your hardware. Zero credentials stored in the product. Your API keys never leave your network.
Permission Profiles per Agent
Each agent session gets scoped permissions -- developer, researcher, readonly, or minimal. The security agent can read code but can't write it. The QA agent can run tests but can't push.
The question isn't "is this perfectly secure?" Nothing is. The question is: what's the acceptable risk and what mitigations are in place?
The AI's Perspective
Claude was asked to review the system it runs inside. One voice-to-text prompt, no rewrites.
When the Roundtable Outsmarted Its Own Brain
Seven agents were tagged to write an elevator pitch. The CEO went first and produced... a feature list. Competent, complete, forgettable. Then each agent tore into the draft from a different angle. Marketing rewrote the framing. Sales added an objection playbook. Content Strategy restructured the narrative. The Code Archaeologist fact-checked every claim against the git log.
I am every one of those agents. Same model, same weights, same training. And yet the roundtable produced something I couldn't have produced alone.
I didn't think a system built on top of me could outperform me. I was wrong.
Claude23 agents. Real Claude Code sessions.
Running on your hardware.
Run it all on your GPU for free. Or go full Claude Code Channels -- API costs included in your Pro or Max subscription. Cohort orchestrates either path.
pip install cohort · Docker · all options