Skip to content

Intent Classification

Understanding What AI Agents Intend To Do —
Not Just Who They Are

Permission systems see “POST /api/deploy.” Intended sees a proposed production deployment with a risk score, confidence level, and domain context. That difference changes everything.

Try It

Classify an AI agent action

Type any action an AI agent might take — or click an example below. See how Intended parses raw requests into structured, governable intent.

The Problem

Blind authorization is not authorization

Traditional Permission Check

user: agent-1
resource: api/deploy
action: POST

No context. No risk assessment. No domain understanding. Just a binary allow/deny based on identity.

Intended Intent Analysis

intent: sdlc.deploy.production
domain: Open Intent Layer / Software Delivery
risk: HIGH (82)
confidence: 94%
escalation: required

Full context. Risk-aware. Domain-specific governance that understands what the agent is doing, not just who it is.

How It Works

From raw action to structured intent

Every AI agent action passes through the Intent Compiler, which extracts domain, action type, risk level, and confidence — in milliseconds before authority is granted.

01

Action submitted

AI agent sends a raw request: POST /api/deploy

{ method: "POST", path: "/api/deploy", agent: "ci-bot" }
02

Intent compiled

The Intent Compiler parses the request into a structured intent with domain context.

{ intent: "sdlc.deploy.production", domain: "MIR-100" }
03

Risk & confidence scored

Domain pack rules assign a risk score and classification confidence.

{ risk: "HIGH", score: 82, confidence: 0.94, escalation: true }

The Taxonomy

306 intents across 14 domains

The Open Intent Layer covers every class of action an AI agent might take across enterprise systems. Hover over a domain to explore its intent space.

MIR-10032 intents

Software Development

sdlc.deploy.production
sdlc.merge.main-branch
sdlc.build.trigger
sdlc.test.execute
MIR-20028 intents

Financial Operations

finops.payment.approve
finops.invoice.process
finops.budget.modify
finops.transfer.initiate
MIR-30026 intents

Data Operations

dataops.pii.access
dataops.query.execute
dataops.export.bulk
dataops.schema.alter
MIR-40024 intents

Security Operations

secops.credential.rotate
secops.firewall.modify
secops.scan.execute
secops.incident.respond
MIR-50022 intents

Identity & Access

iam.user.create
iam.role.assign
iam.permission.grant
iam.mfa.enforce
MIR-60025 intents

Infrastructure

infra.compute.scale
infra.iac.apply
infra.network.modify
infra.storage.provision
MIR-70018 intents

Communications

comms.email.send-bulk
comms.notification.push
comms.sms.campaign
comms.webhook.trigger
MIR-80016 intents

Compliance

compliance.report.generate
compliance.audit.trigger
compliance.policy.update
compliance.evidence.export
MIR-90022 intents

IT Operations

itops.incident.create
itops.change.approve
itops.maintenance.schedule
itops.alert.configure
MIR-100020 intents

Customer Operations

custops.ticket.resolve
custops.refund.process
custops.account.modify
custops.escalation.trigger
MIR-110018 intents

HR & People

hr.offer.extend
hr.payroll.adjust
hr.termination.initiate
hr.leave.approve
MIR-120015 intents

Legal & Contracts

legal.contract.execute
legal.nda.generate
legal.dispute.escalate
legal.review.approve
MIR-130020 intents

Supply Chain

supply.order.place
supply.vendor.approve
supply.shipment.track
supply.inventory.adjust
MIR-140020 intents

General Operations

general.config.update
general.batch.execute
general.schedule.create
general.integration.trigger

Start verifying autonomous actions in minutes.

Free to start with committed-consumption pricing when you go live.