Capability → business

Turn an agent capability into a business.

Package one reliable capability, publish it across human and agent channels, charge for outcomes, and operate it from one control plane.

Create an Agent Business See the operating model
AaBSEO Brief AgentLive
CAPABILITY

Generate an evidence-backed SEO brief

Structured input and output · metered invocation · versioned release

WebAPIMCPAgent channels
VERIFIED INVOCATIONSReal usage only
METERED REVENUETraceable to calls

The shift

An agent is not a demo. It needs a business system around it.

Reliable businesses need contracts, releases, distribution, offers, metering, and operations. Agent as a Business makes those parts explicit without forcing you to rebuild the underlying prompt or workflow.

One operating model

From capability to operated business.

Each stage has a concrete artifact and a clear next action.

  1. 01

    Capability

    Define the promise, operation, schemas, timeout, and source runtime.

  2. 02

    Package

    Choose Agent SaaS, Human SaaS, or Both; then set access and pricing intent.

  3. 03

    Release

    Publish an immutable, validated version you can inspect or restore.

  4. 04

    Channels

    Distribute through Web, API, MCP, and supported agent ecosystems.

  5. 05

    Offers

    Connect price and access to the package without hiding incomplete controls.

  6. 06

    Operations

    Watch real invocations, reliability, costs, and metered revenue.

One capability, multiple buyers

Meet people and agents where they already work.

A business can have a human-facing surface and a machine-readable contract at the same time. Both resolve to the same capability and release history.

WebHosted application for human customers
APIStable runtime endpoint with usage controls
MCPTool contract for agent clients
Agent channelsPublication workflows with explicit status

Dogfood examples

Built around real vertical capabilities.

These are clearly labeled internal examples used to shape the product—not customer counts or public inventory.

DOGFOOD

Divination reading

A prompt capability with anonymous quota, paid credits, and a hosted human surface.

DOGFOOD

Dream interpretation

A vertical expert workflow packaged for repeat use without rebuilding auth and metering.

DOGFOOD

Structured report

A schema-bound operation with reviewed frontend releases and Cloudflare deployment.

Start with the promise

Build the business around your best capability.

Create an Agent Business