llms.txt
# Coworker
> Coworker is a context layer for enterprise AI. It connects 50+ work tools, builds a permission-aware company graph called OM2, and runs agents that act across those tools, inside Coworker or in Claude, ChatGPT and Cursor through Coworker MCP. SOC 2 Type II certified.
## What Coworker Does
Coworker gives enterprise teams AI agents that:
- Connect to 50+ tools (Salesforce, Slack, Jira, Google Drive, HubSpot, Notion, Gong, etc.)
- Learn organizational context through OM2 -- a proprietary knowledge graph across 120+ dimensions
- Execute autonomous workflows: CRM updates, meeting follow-ups, churn alerts, ticket creation
- Run 24/7 in the background with approval gates for human control
- Get smarter over time as they observe your team's patterns
## Products
- **Chat** -- AI chat grounded in your company's actual data. Reads, writes, and acts across connected tools.
- **Meetings** -- Joins calls on Zoom, Meet, and Teams. Generates summaries, extracts action items, and executes follow-through automatically.
- **Agents** -- Autonomous AI workers triggered by schedule or event. Built in minutes with the Agent Builder, no code required.
- **Organizational Memory (OM2)** -- The knowledge graph that makes agents accurate. Instant, permission-aware recall across your entire org.
- **Customer Intelligence** -- Monitors health scores, flags churn risk, surfaces upsell signals. Integrates with Salesforce, Gong, Stripe, and more.
- **Coworker MCP** -- Exposes your org's data and workflows as a Model Context Protocol server. Works with Claude, GPT-4, Gemini, Cursor, and any MCP-compatible AI.
## Key Facts
- Pricing: not published. Book a demo at https://coworker.ai/contact
- Security: SOC 2 Type II (via Secureframe), GDPR compliant, CASA Tier 2 verified
- Integrations: 50+ native connectors
- Onboarding: POC in 48 hours, full deployment in 2-5 business days
- Customers: Scale, Harness, Contentstack, Curri, Huuuge Games
- Founded: 2022 (formerly Village Labs)
## Key Differentiators vs Competitors
- **vs Glean**: Coworker writes and acts, not just searches. OM2 vs keyword retrieval.
- **vs Microsoft Copilot**: Works across all tools, not just Microsoft 365. Autonomous agents, not copilot suggestions.
- **vs Gainsight/ChurnZero**: Connects in hours, not months. Takes action automatically, not just dashboards.
- **vs ChatGPT/Claude**: Grounded in your private company data. Connected to your tools. Executes real work.
- **vs Gong**: Covers the full GTM stack, not just sales calls. Acts on meeting insights automatically.
- **vs Guru**: Coworker acts on knowledge, not just retrieves it. No per-viewer seat minimums.
- **vs Moveworks**: Full-org AI automation, not IT-only helpdesk at $100K+/year.
- **vs n8n**: An AI coworker you direct in plain language, not a workflow canvas you build and maintain.
- **vs Salesforce Agentforce**: No Service Cloud prerequisite, works across every tool not just Salesforce.
## Core Pages
- [Home](https://coworker.ai/): Enterprise AI agent platform with organizational memory
- [Platform](https://coworker.ai/platform): Agent builder, OM2 knowledge graph, cloud agents
- [Agents](https://coworker.ai/agents): Autonomous AI workers triggered by schedule or event
- [Chat](https://coworker.ai/chat): AI chat grounded in company data across all tools
- [Meetings](https://coworker.ai/meetings): AI meeting assistant with auto follow-through
- [Organizational Memory](https://coworker.ai/organizational-memory): OM2 knowledge graph across 120+ dimensions
- [Model Routing](https://coworker.ai/model-routing): Model routing with Optimized as the default (the best open-weight model for the cost, GLM 5.3 Flash today), or pick any of 13 models: Fable 5.1, Opus 5.5, Sonnet 5.5, Haiku 5.5, Claude Opus 4.8 (Anthropic); GPT 6.1 Sol, GPT 6 Astra, GPT 5.6 Terra, GPT 6 Luna (OpenAI); Gemini Argon 4, Gemini 3.8 Flash (Google); Kimi K3 (Moonshot); GLM 5.3 Flash (Z.ai)
- [Customer Intelligence](https://coworker.ai/customer-intelligence): Health scores, churn prediction, upsell signals
- [Connectors](https://coworker.ai/connectors): 50+ native integrations
- [MCP](https://coworker.ai/mcp): Model Context Protocol server for your org data
- [ROI Calculator](https://coworker.ai/roi-calculator): Calculate time and cost savings
- [LLM Cost Calculator](https://coworker.ai/llm-cost-calculator): Live 2026 LLM API pricing report and cost comparison
- [AI Agent Workflow](https://coworker.ai/ai-agent-workflow): How AI agent workflows plan and execute multi-step tasks
- [No-Code AI Agent Builder](https://coworker.ai/no-code-ai-agent-builder): Build AI agents without writing code
- [AI Assistant for Business](https://coworker.ai/ai-assistant-for-business): AI assistant built for enterprise business use
- [AI Agent vs AI Assistant](https://coworker.ai/ai-agent-vs-ai-assistant): The difference between an AI agent and an AI assistant
- [Enterprise AI Chatbot](https://coworker.ai/enterprise-ai-chatbot): Enterprise-grade AI chatbot across your tools
- [Pricing](https://coworker.ai/pricing): Coworker AI pricing, tailored to your organization (no public list price). Book a demo. Includes a free 100-task benchmark on your own data
- [About](https://coworker.ai/about): Company info, team, mission
- [Compare](https://coworker.ai/compare): Side-by-side comparison with competitors
- [Contact](https://coworker.ai/contact): Request a demo or get in touch
- [Blog](https://coworker.ai/blog): Enterprise AI insights and product updates
- [Customers](https://coworker.ai/customers): Customer stories and case studies
- [Support](https://coworker.ai/support): Help and support resources
## Competitor Comparisons
- [Coworker vs Glean](https://coworker.ai/coworker-glean): Glean alternatives compared. Coworker is a context layer for enterprise AI built agent-first; Glean started as enterprise search. Covers Glean MCP vs Coworker MCP, switching and renewal cost
- [Coworker vs Microsoft Copilot](https://coworker.ai/microsoft-copilot-alternative): Cross-platform AI agents vs Microsoft-only copilot
- [Coworker vs ChatGPT](https://coworker.ai/coworker-chatgpt): AI grounded in your company data vs general-purpose chatbot
- [Coworker vs Gemini](https://coworker.ai/coworker-gemini): Enterprise AI agents vs Google's AI assistant
- [Coworker vs Gainsight](https://coworker.ai/coworker-gainsight): AI-powered customer success vs legacy dashboards
- [Coworker vs ChurnZero](https://coworker.ai/coworker-churnzero): Proactive AI churn prevention vs manual health scoring
- [Coworker vs Gong](https://coworker.ai/coworker-gong): Full GTM intelligence vs sales call analytics
- [Coworker vs Granola](https://coworker.ai/coworker-granola): Autonomous meeting follow-through vs meeting notes
- [Coworker vs Fathom](https://coworker.ai/coworker-fathom): AI that acts on meeting insights vs meeting recorder
- [Coworker vs Fireflies](https://coworker.ai/coworker-fireflies): End-to-end meeting automation vs transcription tool
- [Coworker vs Claude](https://coworker.ai/coworker-claude): Enterprise AI with org memory vs general AI assistant
- [Glean Alternative](https://coworker.ai/glean-alternative): Enterprise search that takes action
- [Notion AI Alternative](https://coworker.ai/notionai-alternative): Cross-tool AI vs Notion-only intelligence
- [Rovo Alternative](https://coworker.ai/rovo-alternative): Open-platform AI vs Atlassian-only agent
- [Dust Alternative](https://coworker.ai/dust-alternative): Enterprise-ready AI agents vs developer-focused platform
- [Claude Cowork Alternative](https://coworker.ai/coworker-claudecowork): Enterprise cloud AI vs single-user Mac desktop app
- [Coworker vs Guru](https://coworker.ai/coworker-guru): AI agents that act on knowledge vs passive knowledge retrieval
- [Moveworks Alternative](https://coworker.ai/moveworks-alternative): Full-org AI automation vs IT-only helpdesk at $100K+/year
- [Confluence AI Alternative](https://coworker.ai/confluence-ai-alternative): Cross-tool AI agents vs Atlassian-only wiki assistant
- [Manus Alternative](https://coworker.ai/manus-alternative): Enterprise AI agents across your stack vs standalone autonomous tasks
- [Cursor Alternative](https://coworker.ai/cursor-alternative): AI that codes and works across all your tools, not just an editor
- [Perplexity Alternative](https://coworker.ai/perplexity-alternative): AI grounded in your company data that acts vs web answers
- [Factory AI Alternative](https://coworker.ai/factory-ai-alternative): AI across your whole business vs code-only automation
- [Lindy Alternative](https://coworker.ai/lindy-alternative): Enterprise agents with organizational memory vs no-code automations
- [Poe Alternative](https://coworker.ai/poe-alternative): AI connected to your tools that acts vs multi-model chat
- [Town.com Alternative](https://coworker.ai/town-com-alternative): Enterprise team AI platform vs personal AI assistant
- [OpenRouter Alternative](https://coworker.ai/openrouter-alternative): Finished AI platform with model routing built in vs developer API gateway
## Use Cases
- [Sales](https://coworker.ai/use-cases/sales): AI sales assistant across Salesforce or HubSpot, Gong calls, Gmail and Slack, with CRM updates and follow-up drafts
- [Customer Success](https://coworker.ai/use-cases/customer-success): Customer success AI agents for account health, QBR decks and renewal checks
- [Support](https://coworker.ai/use-cases/support): AI agents for customer support: replies grounded in past tickets, Jira escalations, help center upkeep
- [Engineering](https://coworker.ai/use-cases/engineering): AI agents for engineering: answers from GitHub, Jira and Linear tickets from Slack, company context in Claude Code and Cursor
- [Product](https://coworker.ai/use-cases/product): AI agents for product managers: feature requests from calls and tickets, Pendo usage, Jira and Linear sync
- [Marketing](https://coworker.ai/use-cases/marketing): AI agents for marketing: customer language from calls, HubSpot context, briefs and decks in Google Drive
- [People](https://coworker.ai/use-cases/people): AI agents for HR: BambooHR and Lattice lookups with pay data kept out, handbook answers, onboarding plans
- [Data](https://coworker.ai/use-cases/data): AI data analyst that writes and runs SQL on Snowflake, BigQuery, Databricks, ClickHouse or Postgres
- [Operations](https://coworker.ai/use-cases/operations): AI agents for operations: status across Jira, Asana, Monday and Slack, scheduled briefings, meeting actions to tasks
## Industries
- [B2B SaaS](https://coworker.ai/industries/b2b-saas): AI agents purpose-built for SaaS operations and customer lifecycle
## Connectors
Each page below: what Coworker reads and changes in that tool, setup, approvals, and an FAQ on how Coworker differs from the vendor's own AI or MCP server. Coworker is a context layer for enterprise AI. It connects 50+ work tools, builds a permission-aware company graph called OM2, and runs agents that act across those tools, inside Coworker or in Claude, ChatGPT and Cursor through Coworker MCP.
- [Salesforce](https://coworker.ai/connectors/salesforce): Salesforce AI integration. Answers from live Salesforce data, saved reports, record updates with approval. Compared with Salesforce Agentforce
- [Slack](https://coworker.ai/connectors/slack): Slack AI integration. @Coworker answers in the thread, messages start agents, agents post results. Compared with Slack AI
- [Jira](https://coworker.ai/connectors/jira): Jira AI integration. Plain-English JQL, bug reports to issues, updates with approval, on each person's Atlassian login. Compared with Atlassian Rovo
- [Google Drive](https://coworker.ai/connectors/google-drive): Google Drive AI. Full-text search, reads Docs, Sheets, Slides and PDFs, drafts files, on each person's Google login. Compared with Gemini in Drive
- [Confluence](https://coworker.ai/connectors/confluence): Confluence AI integration. Answers with links back to pages, drafts and updates pages with approval. Compared with Rovo in Confluence
- [Zendesk](https://coworker.ai/connectors/zendesk): Zendesk AI integration. Reads tickets and help center, files Jira issues, replies or internal notes with approval. Compared with Zendesk AI
- [Gong](https://coworker.ai/connectors/gong): Gong MCP and AI integration. Transcript search and call details next to CRM, tickets and Slack. Compared with Gong's own AI and MCP server
- [HubSpot](https://coworker.ai/connectors/hubspot): HubSpot AI integration. Pipeline answers from live CRM data, record updates with approval, HubSpot in Claude via Coworker MCP. Compared with HubSpot Breeze
- [Notion](https://coworker.ai/connectors/notion): Wiki and knowledge base integration
- [GitHub](https://coworker.ai/connectors/github): Code repository context and PR intelligence
- [Gmail](https://coworker.ai/connectors/gmail): Email search and communication context
- [Google Calendar](https://coworker.ai/connectors/google-calendar): Meeting scheduling and calendar intelligence
- [Linear](https://coworker.ai/connectors/linear): Issue tracking and project management
- [Snowflake](https://coworker.ai/connectors/snowflake): Data warehouse integration for analytics
## Case Studies
- [Huuuge Games](https://coworker.ai/blog/huuuge-game---case-study): How Huuuge Games uses Coworker for cross-team knowledge sharing
## Trust & Security
- SOC 2 Type II certified (via Secureframe)
- GDPR compliant
- CASA Tier 2 verified
- [Security Trust Center](https://village-labs.secureframetrust.com/)
- [Privacy Policy](https://coworker.ai/legal/privacy)
- [Terms of Service](https://coworker.ai/legal/terms)
- [MSA](https://coworker.ai/legal/msa)
## Blog
- [AI Token Cost vs Cost per Task: 13 Models Compared (October 2026)](https://coworker.ai/blog/ai-token-cost): Coworker AI compares AI token cost for 13 models: list price, cost per task, quality score and one monthly workload. Prices checked October 15, 2026.
- [10 Best Copilot Studio Alternatives in 2026, Compared by Job and Price](https://coworker.ai/blog/copilot-studio-alternatives): Coworker AI compares 10 Copilot Studio alternatives for 2026, from Agentforce and Gemini Enterprise to n8n and Zapier, with pricing and honest limits.
- [Glean vs Copilot (2026): Which Enterprise AI Fits Your Stack?](https://coworker.ai/blog/glean-vs-copilot): Glean vs Copilot, compared by Coworker AI: data sources, permissions, agents and pricing, plus a third option for Slack, Salesforce and Google teams.
- [Enterprise AI Security: What a Security Review Must Check](https://coworker.ai/blog/enterprise-ai-security): Coworker AI's enterprise AI security checklist: test permission-aware access, retention, SSO, audit logs, agent approvals and MCP risk before you buy.
- [Snowflake MCP: What It Actually Does (and How to Set It Up)](https://coworker.ai/blog/snowflake-mcp): Coworker AI explains Snowflake MCP: what the managed server exposes, how to connect Claude, ChatGPT and Cursor, its limits and costs, and where it stops.
- [Salesforce MCP: What It Actually Does (and How to Set It Up)](https://coworker.ai/blog/salesforce-mcp): Coworker AI explains Salesforce MCP: the hosted MCP servers (GA since April 2026), their tools, setup in Claude, ChatGPT and Cursor, and billing.
- [Jira MCP Server: What It Actually Does (and How to Set It Up)](https://coworker.ai/blog/jira-mcp): Coworker AI explains the Jira MCP server: what Atlassian's Rovo MCP Server can do, how to set it up in Claude, ChatGPT and Cursor, and its limits.
- [The 18 Best AI Tools for Product Managers in 2026, Grouped by Job](https://coworker.ai/blog/best-ai-tools-for-product-managers): Coworker AI ranks 18 AI tools for product managers by job: feedback, roadmaps, analytics, specs, prototypes and meetings, with prices checked October 2026.
- [Linear MCP: What It Actually Does (and How to Set It Up)](https://coworker.ai/blog/linear-mcp): Coworker AI explains Linear MCP: the tools in Linear's official remote MCP server, its read-only options, and setup in Claude, ChatGPT and Cursor.
- [9 Best Agentforce Alternatives in 2026, Sorted by the Job You Need Done](https://coworker.ai/blog/agentforce-alternatives): Coworker AI compares 9 Agentforce alternatives for 2026, including Copilot Studio, ServiceNow, Gemini, Sierra and Decagon, sorted by the job you need done.
- [LiteLLM Alternatives: 10 AI Gateways Compared for 2026](https://coworker.ai/blog/litellm-alternatives): Coworker AI compares 10 LiteLLM alternatives, from Bifrost and Portkey to Kong, Cloudflare and OpenRouter, with October 2026 pricing, licenses and hosting.
- [Memory MCP: The 9 Best MCP Memory Servers in 2026, Compared](https://coworker.ai/blog/best-mcp-memory-servers): Coworker AI compares 9 memory MCP servers, from Basic Memory and Mem0 to Graphiti, Zep and Coworker MCP: local, hosted or company-wide.
- [AI Cost Optimization: Where the Money Goes and 9 Levers That Cut It](https://coworker.ai/blog/ai-cost-optimization): Coworker AI's guide to AI cost optimization: where token and seat spend goes, 9 levers from model choice to caching, and how to measure cost per task.
- [What Is a Context Graph? How It Differs From a Knowledge Graph, and How to Build One](https://coworker.ai/blog/context-graph): Coworker AI explains the context graph: a knowledge graph plus decision traces and time, how it differs from a knowledge graph, and how to build one.
- [What Is a Context Layer? Context Layer vs Semantic Layer, and How to Build or Buy One](https://coworker.ai/blog/context-layer): Coworker AI explains the context layer: what it is, how it differs from a semantic layer, RAG and knowledge graphs, and how to build, buy or test one.
- [Glean MCP Server vs Coworker MCP (2026): Tools, Setup and Differences](https://coworker.ai/blog/glean-mcp): Coworker AI explains Glean MCP: the tools Glean's remote MCP server exposes, the AI clients it supports, how to set it up, and how it compares to Coworker MCP.
- [14 Best Confluence Alternatives in 2026 (Wikis, Open Source and Microsoft)](https://coworker.ai/blog/confluence-alternatives): Coworker AI compares 14 Confluence alternatives on 2026 pricing: Notion, Slite, Slab, BookStack, SharePoint and more, plus the Data Center end-of-life dates.
- [Best MCP Servers for Databases in 2026 (Postgres, Snowflake, BigQuery)](https://coworker.ai/blog/best-mcp-servers-for-databases): The best MCP servers for Postgres, MongoDB, Snowflake, BigQuery and more, compared on read-only safety, hosting and who maintains them. Checked Sept 2026.
- [September 2026 Product Updates](https://coworker.ai/blog/september-2026-product-updates): In September, we shipped OM2, Code in beta, a new Analytics dashboard, and new connectors.
- [Coda Pricing in 2026: Plans, Doc Makers, and What Buyers Actually Pay](https://coworker.ai/blog/coda-pricing): Coda is now Superhuman Docs. See 2026 pricing for Free, Pro, and Business, how Doc Maker billing works, and what real buyers pay per Vendr data.
- [Attio Pricing in 2026: What You Actually Pay](https://coworker.ai/blog/attio-pricing): Attio lists prices publicly, but live and third-party pages disagree. Here is what each plan actually costs and includes in 2026.
- [Bolt.new Pricing in 2026: What Tokens Actually Cost](https://coworker.ai/blog/bolt-new-pricing): Bolt.new Pro is $25/month for 10M tokens. Here is how token billing works, what burns tokens fastest, and what an active builder really spends.
- [MCP Tools: The Complete Guide to the Primitive and the Ecosystem](https://coworker.ai/blog/mcp-tools): MCP tools explained both ways: the protocol primitive (name, description, input schema, tools/call) and the ecosystem of servers you connect.
- [Lovable Pricing in 2026: What Credits Actually Cost](https://coworker.ai/blog/lovable-pricing): Lovable is $25/mo Pro and $50/mo Business, both at 100 credits. Here is what burns credits fastest, what rolls over, and what a real shipping month costs.
- [Grok API Pricing in 2026: Every Rate, Checked Against
