Where human judgment and machine intelligence compound each other.

Agents make decisions.
misikiri gives them human-level judgment ability.

We build AI agents on the certified judgment of your domain experts. Each agent then earns the right to act alone from its own decision record.

Become a design partner See how it works

The problem

Most enterprise AI agents stall before production.

Every large company wants AI agents doing real work: investigating fraud, settling claims, clearing exceptions. Specialised work is where general agents fall short, and where safety costs the most.

Building Agents is hard

Off-the-shelf agents lack your experts' judgment, and a custom build can outlive its own technology.

Trusting Agents is expensive

Every safeguard that earns an agent's trust also makes each decision slower and more expensive.

Both problems share one root. The judgment that makes specialised work go right lives in the heads of a few domain experts. misikiri draws that judgment out, certifies it and builds the agent on it.

How it works

The expert judgment loop.

We build agents on certified judgment from experienced domain experts, applied at build time and at runtime. Each agent acts alone as far as its decision record has earned, on one framework that carries it for life.

6 · Autonomy earned 1 · An agent decides 2 · A gap surfaces 3 · Judgment extracted 4 · Judgment certified 5 · Outcome measured Domain Expertise consulted on every decision certified judgment stored At build time Build your custom domain agents At agent runtime Make your agents take trusted decisions
When an agent meets a decision beyond its certified judgment, a named expert decides it and a guided session captures why. A second expert certifies that judgment, and every outcome is scored so proven decision types earn autonomy.
  1. An agent decidesEvery decision checks with the certified judgment held at the centre.
  2. A gap surfacesA decision beyond the agent's certified judgment goes to a named expert.
  3. Judgment extractedThe expert decides it, and a guided session captures why.
  4. Judgment certifiedA second expert certifies it, and it is stored for every similar case.
  5. Outcome measuredEvery decision is scored against what actually happened.
  6. Autonomy earnedProven decision types move to the agent, one at a time.

The result compounds. Each pass turns more expert judgment into certified, reusable knowledge you own, and more of the agent's decisions into a proven record. The agent clears a growing share of cases on its own, faster and cheaper, and your experts spend their time on the cases that are genuinely new.

The product

Four products that work as one.

The Domain Expertise Suite sits at the centre. It holds the expert judgment and decides what every agent may do on its own. The other three are built on it, run on it and feed it.

The foundation

Core Agent Suite

The ready-made runtime every agent starts from.

checks with it before every action

The centre

Domain Expertise Suite

Extract and certify domain expert judgment. Enable agents to earn trusted autonomy.

apply its judgment on live cases

The workers

Domain Agents

Agent templates built for specific jobs and easily customisable for your context.

consults it at build time and feeds it new gaps

The delivery

Builder Agent Suite

An AI agent that does the implementation work, so you or a partner can stand up and maintain your own agents.

Certified judgment ↑

Expert decisions captured once and reused on every similar case.

Autonomous share ↑

Decisions the agent clears on its own, earned from outcomes.

Error rate held in limit

Every autonomous decision type holds to its agreed error limit.

Expert minutes per case ↓

Experts spend their time on genuinely new cases.

Who it's for

Built for the people who answer for the decision.

If you're accountable for the outcome

You own the cost of today's process and you sign off on the agent, as a Head of Fraud or a Chief Risk Officer. Every decision type the agent takes on alone has earned its place from a measured record.

If you hold the judgment a decision depends on

Your judgment becomes the foundation the agent is built on. You decide the hard cases, certify each other's judgment, and see it reused on every similar case.

If you run the operation

You see every agent decision, its track record against outcomes, what is stuck, and what it costs.

If you deliver for clients

Consultancies and system integrators use the Builder to deliver misikiri agents to their own clients.

Where we start

Fraud investigation for financial institutions.

The first decision our agents take on is a costly one: release, challenge or freeze a payment after a suspected account takeover. The same loop carries to any work where expert judgment decides the outcome.

Fraud investigation AML Insurance claims Credit underwriting KYC onboarding Legal review Healthcare prior-auth

Every large company will run AI agents in the parts of its business that matter most. The ones that earn trust will be built from the judgment of the company's own experts, and prove it decision by decision.

Design partners

misikiri is onboarding design partners.

Fraud and risk teams at financial institutions who want agents built on their own experts' judgment. We're working closely with a small group first.

hello@misikiri.com