One runtime for agents that finish.
Kairon gives every agent a way to reason, remember, use your tools and check its own work, with a full trace of each step.
Six building blocks. One runtime.
Each piece works on its own and gets better together. Turn on what you need and leave the rest.
Reasoning
Breaks a fuzzy goal into small, checkable steps and adapts the plan when a step fails.
Memory
Remembers accounts, decisions and preferences across weeks of runs, not just one chat.
Tools
Reads and writes in 200+ apps with the permissions each person already has.
Guardrails
Spend limits, approval thresholds and blocked actions you define once per workspace.
Evals
Test every agent version against real cases before it reaches production.
Traces
See every plan, tool call, cost and result. Replay any run step by step.
Plan. Act. Verify.
Every task follows the same loop, so you always know what an agent did and why.
A plan you can read before it runs.
Kairon turns a request into numbered steps and names the tool for each one. Edit the plan, or let it run.
- Steps sized so each one can be checked
- Dry-run mode for new workflows
- Re-plans when a step fails
Real work, inside your real tools.
Steps run in order with retries and approvals. Each tool call is logged with its inputs, latency and cost as it happens.
- Automatic retries with backoff
- Pauses for approval above your limits
- Budget cap on every run
Checked before it says done.
Kairon tests the result against your policies, budget and evals. Anything that fails goes back to a person with the full context.
- Policy and amount checks
- Eval score on every run
- Escalation with a written summary
How teams use it.
The same runtime, pointed at the work each team repeats every week.
Month-end close. Atlas matches every charge to the ledger and drafts the corrections.
Tier-one tickets closed without a human. Edge cases arrive with the history attached.
Research, first touches and CRM updates handled before the morning stand-up.
Reproduced, fixed and opened as a pull request with tests for owners to review.
Kairon routes each step to the model that fits it, balancing quality, speed and cost. On Pro and Enterprise you can pin a provider or bring your own keys.
Only within the limits you set. Each tool and action has a threshold. Above it, the agent pauses and asks the right person in Relay or by email.
Each workspace has a private, permission-aware memory of facts, decisions and documents. Agents recall it across runs, and you can view, edit or delete any entry.
The plan, every tool call with inputs and outputs, latency, cost and the final checks. You can replay a run step by step or save it as an eval case.
No. Your data is never used to train our models or anyone else’s. It is encrypted at rest and in transit, and Enterprise can self-host.
Give your team its first agent.
Free up to 1,000 runs a month. No card required.