Okibi GTM brain

Okibi generates and maintains agent-ready command-line interfaces for software product teams.

category

Agent-ready CLI generation

market profile

  • text: Software vendors need a reliable interface for agents to act on users' behalf, beyond a human UI.
  • text: API developer tooling vendors can compete to turn OpenAPI specifications into usable CLIs.

personas

  • title: Head of developer experience
    pains:
    • Maintaining a CLI alongside a changing API consumes engineering time.
    • Agents need discoverable commands and structured failures.
  • title: Product or engineering leader
    pains:
    • Agents abandon workflows at signup or struggle to operate an API.
    • Shipping an agent channel competes with core roadmap work.

icp

  • text: B2B software vendors with a product API, OpenAPI specification, or GitHub repository and a developer team.
  • text: Products whose users increasingly delegate multi-step tasks to AI agents, especially those with account signup and transactional actions.

message pillars

  • text: Turn the product into a native agent interface.
  • text: Test generated commands in a sandbox, not merely at compile time.
  • text: Keep the CLI updated as the product changes.
  • text: Reduce signup friction for agents acting for users.

objections

  • objection: We already have an API or MCP server.
    response: Compare agent task completion and command maintenance on a representative workflow; Okibi positions its CLI as a prebuilt interface.
  • objection: Generated commands may be unsafe or stale.
    response: Evaluate sandbox execution, dry runs for writes, identity permissions and the update process against your own security requirements.

competitors

  • name: Speakeasy
    website: https://www.speakeasy.com/docs/cli-generation
    why: Generates agent-friendly CLIs from OpenAPI specifications.
  • name: Fern
    website: https://buildwithfern.com/post/speakeasy-reviews-pricing-alternatives
    why: Competes for API tooling budgets with generated SDKs and documentation; a partial alternative.

keywords

  • generate CLI from OpenAPI
  • AI agent CLI
  • agent ready API
  • CLI generator
  • agent identity signup
  • developer experience tooling

voice

  • Direct and technical
  • Agent-first and outcome-oriented
  • Demonstrative, with terminal examples

signals

  • text: Published OpenAPI spec or a public API and documentation suggests a viable starting point.
  • text: Hiring for developer experience or announcing an agent integration suggests an active distribution problem.

stack

  • OpenAPI
  • GitHub
  • structured JSON

pricing

model: freemium
starting price: $0; Pro from $150/month billed annually

motion

product_led

channels

  • SEO
  • developer community
  • self-serve product

confidence

high

Founders

  • name: Mahyad Ghassemi
    title: Founder/CEO
    role: CEO
    bio: 2x YC founder building a web app to create AI coworkers using natural language, think of it as Lovable but specifically designed for AI agents. previously built the first web browser designed for work with AI agents built in @SigmaOS (S21), used by 100,000+ people with 75,000 LLM requests per day.
  • name: Saurav Mitra
    title: Founder/CTO
    role: CTO
    bio: Building Okibi (S25) to create AI coworkers using natural language, like Lovable but specifically designed for agents. Previously built SigmaOS (S21), the agentic browser built for work. Used by 100,000+ people.

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