Without Kinelo
Context myopia
An agent sees only what it’s pointed at: one document, one query, one file.
Output
Kinelo Company Brain
A living understanding of how your team works.
Better AI output across every tool your team uses. The Company Brain surfaces the context an agent would not have known to ask for, so output quality rises, hallucinations drop, and less work needs rework or manual prompting.
With Kinelo
Situational awareness
The Company Brain surfaces the context an agent would not have known to ask for.
What the brain knows
One team’s context, in one place, kept current.
Most AI systems work with context myopia. They see only what they are pointed at: the document in front of them, the query they were given, the file they are editing. The wider organizational picture is invisible. The unknown unknowns, the context an agent would never have thought to ask about, simply do not enter the work.
The Company Brain is built to widen that view. Kinelo connects to the systems your team uses every day: meetings, communication channels, tickets, documents, code, design tools, and more. From them, Kinelo builds a single, evolving understanding of how the team works.
The brain holds the things that have always lived in heads and hallways:
- The decisions you make and the reasoning behind them
- The conventions you do not write down but everyone follows
- The names you actually use for things, not the canonical ones
- The relationships between people, projects, and tools
- The history of how a project, a customer, or a topic has evolved
How the brain learns
The longer Kinelo lives with your team, the more it understands.
The Company Brain is not a stack of integrations wired to a model. It is an active system that watches how your team works and adapts as the work changes.
It observes patterns over time. It learns the workflows your team actually runs, not the ones documented somewhere. It predicts what the team is working on and what it should be paying attention to next.
Context that finds the agent
Not a search bar. A teammate’s situational awareness.
Most AI tools are blind to context they were not handed. They answer what you know to ask. They guess at conventions, miss decisions made in last week’s standup, and produce output that almost fits but does not.
The Company Brain works differently. It already knows what the work involves, what the team has decided, and what conventions apply. It serves that context to the agents working on the task, including the things those agents would not have known to ask for.
The effect is concrete. AI output quality goes up. Hallucinations go down. Rework drops. The manual prompting your team has been doing to keep its tools on track stops being necessary. Agents start showing up with the things they should have known but had no way to know they should ask about.
This is the difference between giving an agent a search bar and giving it a teammate’s situational awareness.
It also runs the other way. When the brain notices something going undone or a decision overdue, it sends subtle communication hints to the people or agents who can act.
Topics and customization
You don’t have to teach it. You can tell it what to watch.
The brain learns about your team automatically. You do not have to teach it anything.
If you want to, you can. If there is a project, a customer, an initiative, or a topic you want Kinelo to pay extra attention to, tell it. Kinelo will track that topic across every connected system, build a deeper memory of it, and surface relevant context wherever someone on the team is working on it.
The brain also picks up on emerging topics on its own. A few examples of what this looks like:
- The team has been mentioning a vendor migration across standups and Slack threads. Kinelo notices the pattern before anyone files a project.
- Customer feedback on a specific feature shows up in five separate conversations across two weeks. Kinelo connects the dots and can describe what the customers are actually saying.
- The team has been quietly converging on a new approach to onboarding. Kinelo can describe what the team has been thinking, before there is a doc.
What the brain pays attention to adapts as your team and your agents use it.
What the brain powers
The unknown unknowns, surfaced.
Most context systems are retrieval systems. An agent asks for X, the system returns X. That works only when the agent already knows what to ask for. The Company Brain works the other way.
Kinelo's AI coworkers and agents
Agents Kinelo creates and manages draw directly from the brain. They start work with the context they need, reach back to the brain when they need more, and stop producing output that ignores the team's real decisions and conventions.
Your team's coding tools
Devin, Claude Code, Codex, Cursor, and the next one that comes along. The brain feeds them the context that makes their output match your team's actual code, decisions, and conventions. Less rework, less manual prompting, fewer reviews where the obvious mistake could have been avoided.
Your team's general-purpose AI tools
ChatGPT, Claude, Figma, Lovable, and whatever the team adopts next. The brain serves as the shared layer they draw from, so the answers and outputs they produce reflect your team's real work and history instead of generic patterns.
Your team itself
The brain is not only for AI. It is the tribal knowledge layer your team has always wanted: a place where the why behind decisions, the names of things, and the history of work stay accessible to the people who need them.
OrgBench
How Kinelo’s memory performs.
We built OrgBench because existing memory benchmarks do not measure what matters to a real team. They test recall of facts in isolation. They do not test recall of decisions, relationships, conventions, and history, which is what hybrid teams actually need their AI to remember.
OrgBench tests an agent’s ability to recall and reason about the kind of organizational context that real work depends on.
Headline result
Kinelo outperforms competing agent memory systems on OrgBench.
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FAQ
How is the Company Brain different from RAG and MCP?
RAG
RAG is a retrieval mechanism. It pulls documents based on a query. The Company Brain is complementary to RAG and goes beyond it. RAG cannot capture the relationships between people and work, the patterns of decision-making, or the workflows the team actually runs. The brain can. When RAG is part of the picture, Kinelo’s context makes its retrievals more useful.
MCP
MCP is a protocol. It defines how systems talk to each other. Kinelo uses MCP itself, both to serve context out to AI tools and to retrieve information from connected systems. MCP is how the brain communicates. The brain is what it is communicating.
A shared brain for your hybrid team.
Join the teams building with AI as a teammate, not just a tool.