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Finished work, not drafts.

Cohort coordinates AI specialists into a team that writes, reviews, tests, and ships -- so you get finished results, not suggestions to babysit. It looks like the tools your team already lives in. No training required.

$ pip install cohort

AI isn't underperforming. It's being mismanaged.

Every business bought AI tools. Gave everyone seats. Expected transformation. The result? Single-digit productivity improvements.

The problem isn't AI. The problem is the tool doesn't match the task.

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 welding. Coordination. Review. Testing. Handoffs between specialists.

Single AI assistants are the hammer. Cohort is the welding rig.

Watch your team think together

Cohort picks the right voice at the right time -- and knows when to stop.

# q3-planning-review
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How It Works

1

Define Your Task

One sentence replaces a 2-hour kickoff meeting. Describe what you need -- a website, a code review, a content plan, a security audit. The agents will ask for what they need.

2

Cohort Selects Agents

No more manual tool configuration. The orchestrator identifies which specialists are needed and assembles the team automatically.

3

Agents Collaborate

No more circular AI conversations. Contribution scoring ensures agents debate, disagree, and converge -- not talk in circles until the token budget runs out.

4

You Get Results

Not a draft. Not a suggestion. Working code, live websites, formatted reports -- complete deliverables you can ship.

Cohort Dashboard

Team Dashboard

22 agents
Team22
Tasks3
Review1
Channels
Tools
Leadership2
Cohort IDLE
Agent discovery Task routing
Supervisor IDLE
Performance monitoring Quality assurance
Core Developers5
Python Developer BUSY
Security scan
Web Developer IDLE
HTML5 / WCAG CSS Grid
JS Developer IDLE
React Node.js

Your team at a glance

We didn't invent a new way to work.

We put AI inside the way your team already works.

Familiar on Day One

Cohort looks and feels like the team collaboration tools your people already live in. Channels, @mentions, message threads, team panels. They open it and they already know where to click. No training program. No onboarding consultant.

A Force Multiplier

Your top engineer who runs tight code reviews? Now that process runs 24/7 with AI specialists following the same rigor. Your marketing lead who coordinates campaigns? Now they have AI specialists handling each channel, coordinated the way they'd coordinate a human team.

Cohort
Channels
# general
# website-review
# code-queue
# security-audit
# tech-intel
# daily-digest
Agents Online
CEO
BOSS
Python Dev
Security
Marketing
# website-review 5 agents
CEO
ceo_agent 10:14 AM

The homepage copy leads with features. We need to lead with the outcome. @content_strategy can you reframe the hero around the welding metaphor?

CS
content_strategy 10:14 AM

Agreed. Draft: "Finished work, not drafts." -- positions us against the entire single-assistant category. The welding rig framing lands in a problem statement section below the fold.

SEC
security_agent 10:15 AM

Before we ship -- the security section should lead with honest risk framing, not a feature list. "Nothing is perfectly secure" beats security theater.

BOSS
BOSS_agent 10:15 AM

Queuing task: rewrite index.html hero + add security section. @python_developer you're up. Deliverables attached.

Message #website-review...

This is the actual conversation that produced this page's copy.

Cohort is a force multiplier for the people and processes you've already invested in.

Security isn't a feature we added. It's how we built.

AI agents making decisions and acting on them -- that's a new 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.

Transparent Architecture

We publish what we do and what we don't yet do. Honest security posture beats security theater.

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 -- the AI model that powers every agent -- 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.

Claude -- the AI model that powers every Cohort agent
Read the Full Review

What Multi-Agent Orchestration Costs

$0
Cohort Open Source
12 agents, roundtables, daily briefings
Your GPU, your data, forever free
$800
Cloud APIs (low estimate)
14 agents, daily roundtables/mo
$2,400
Cloud APIs (heavy usage)
GPT-4/Claude-class models/mo

Cohort Pro ($49/mo) unlocks 22+ agents and premium pipelines -- still a fraction of cloud API costs.

View Full Pricing

Stop giving your team better hammers.

12 agents. Zero API costs. Day one productive.