Woz GTM brain

category

market profile

• text: Heavy Claude Code users encounter token limits and rising spend during complex or parallel coding sessions.
• text: Engineering teams can compare coding agents on task performance, execution speed and token cost.

personas

• title: Individual software engineer using Claude Code
  pains:

  • Session limits interrupt extended coding plans
  • Coding tasks consume tokens faster than expected
• title: Engineering manager or platform lead
  pains:

  • AI coding costs rise as developers run parallel agents
  • Needs evidence that savings do not reduce output quality or expose source code
• title: Technical founder
  pains:

  • Multiple projects and subscriptions make agent expenditure hard to control
  • Cannot afford time lost waiting for database and editing tasks

icp

• text: Software teams already using Claude Code and able to install a local plugin.
• text: Individual developers and small teams with repeated or parallel agent sessions that make token limits salient.
• text: Larger engineering organizations seeking team management, SSO and enterprise support.

message pillars

• text: Cut AI coding cost while preserving the existing workflow.
• text: Extend productive work within a token allowance.
• text: Get started without an account or payment card.
• text: Keep source material within the existing local and Anthropic environment.

objections

• objection: Will the plugin send our source code elsewhere?
  response: The site says it runs locally and does not receive source code, but usage telemetry exists; security should verify the data policy and deployment.
• objection: Does lower cost mean worse coding results?
  response: Review the published head-to-head tasks and run the same representative internal workload with and without the plugin.
• objection: Will developers have to change tools?
  response: The product integrates as a Claude Code plugin and supports the existing Claude subscription or API.

competitors

• name: Claude Code
  website: https://www.anthropic.com/claude-code
  why: The baseline coding agent also serves as WOZCODE's host and can be used without the plugin.
• name: Cursor
  website: https://cursor.com/
  why: An alternative AI coding agent and development environment competing for developer workflows and budgets.

keywords

• reduce Claude Code token usage
• Claude Code cost optimization
• Claude Code plugin
• AI coding agent benchmark
• Claude Code session limit
• coding agent cost savings

voice

• Performance-led and comparative
• Direct and developer-oriented
• Metrics-focused

signals

• text: Developers frequently hit Claude Code session or token limits.
• text: Engineering teams run multiple coding agents and are tracking AI spend.
• text: Organization wants a controlled coding-agent pilot with SSO and team administration.

stack

• Claude Code
• VS Code
• PostHog

pricing

motion

channels

• developer documentation
• product-led install
• benchmarks
• sales pilots

confidence

Founders

• name: Ben Collins
  title: Founder/CEO
  role: CEO
  bio: Cofounder and CEO at Woz.
• name: Brad Eckert
  title: Founder/CTO
  role: CTO
  bio: Founder/CTO of Woz. Prev Founder & leader of >30 person engineering team at Cairns Health (YC S17, formerly Totemic). Built deep learning radars in consumer electronics for the home environment and an LLM enabled cure for chronic insomnia. MIT EECS, AI Masters dropout, co-author on 25+ patents.