AI agents are getting smarter, but they still don't understand your business. Every conversation starts with copy-pasting context and re-explaining the backstory. MCP gives agents tool access. Pensieve gives them understanding. We connect your tools and build a living picture of your organisation. People, projects, decisions, customers and how they all relate. Agents reason over the full picture and surface what nobody sees alone. Free. Bring your own Anthropic, OpenAI or Google inference.
Hey Product Hunt! I'm Euan, co-founder of Pensieve.
AI agents are incredibly intelligent but they don't understand your business. You can give an agent access to your tools via MCP, and it can pull data from Slack or Linear. But that's not the same as understanding. A new hire can access your Slack too. It doesn't mean they know what's going on.
What makes an employee effective isn't tool access. It's the context they build up over months and years. Who's working on what, why that decision was made in January, how the sales pipeline connects to the engineering roadmap, which customer relationships matter. That's what lets them make good judgment calls.
We built Pensieve to give AI agents that same understanding. We connect to the tools you already use, but we don't just make them searchable. Think about the difference between a raw codebase and a well-maintained CLAUDE.md. One is searchable data, the other is understanding. Pensieve curates and distils your company knowledge into a format AI natively understands, so an agent can operate like a fully onboarded employee, with the intelligence of a frontier model.
Once agents have that depth of context, they can work in the background and surface things no single person catches. Connecting what customers say on calls with what engineers discuss on Slack with what the usage data actually shows.
Pensieve is free. Bring your own Anthropic, OpenAI, or Google inference. No platform fee, no credit card.
What's the biggest limitation you've hit trying to get AI agents to actually work in your business?
Hey Product Hunt! I'm Euan, co-founder of Pensieve.
AI agents are incredibly intelligent but they don't understand your business. You can give an agent access to your tools via MCP, and it can pull data from Slack or Linear. But that's not the same as understanding. A new hire can access your Slack too. It doesn't mean they know what's going on.
What makes an employee effective isn't tool access. It's the context they build up over months and years. Who's working on what, why that decision was made in January, how the sales pipeline connects to the engineering roadmap, which customer relationships matter. That's what lets them make good judgment calls.
We built Pensieve to give AI agents that same understanding. We connect to the tools you already use, but we don't just make them searchable. Think about the difference between a raw codebase and a well-maintained CLAUDE.md. One is searchable data, the other is understanding. Pensieve curates and distils your company knowledge into a format AI natively understands, so an agent can operate like a fully onboarded employee, with the intelligence of a frontier model.
Once agents have that depth of context, they can work in the background and surface things no single person catches. Connecting what customers say on calls with what engineers discuss on Slack with what the usage data actually shows.
Pensieve is free. Bring your own Anthropic, OpenAI, or Google inference. No platform fee, no credit card.
What's the biggest limitation you've hit trying to get AI agents to actually work in your business?