Synthesize o3 Reasoning into Plans
Transform o3's complex reasoning outputs into executable implementation plans
$5 free credits • Pay-as-you-go • Works with your existing tools
The problems you face today
How it works
Analyze o3's reasoning chain output
Synthesize into structured implementation plan
Map reasoning to specific files and commands
Execute plan with preserved reasoning context
Key capabilities
Technical implementation
Intelligent File Discovery
Hierarchical folder selection, pattern filtering, and AI relevance assessment
- Root folder selection based on task
- Targeted regex pattern groups
- LLM analyzes actual file contents
- Automatic dependency detection
- Files organized into XML for LLM consumption
Multi-Model Planning
Generate multiple implementation approaches using different AI models, then synthesize the best solution
- OpenAI GPT‑5 family (GPT‑5 and GPT‑5 Thinking/Pro), historical o‑series (e.g., o3 variants); Anthropic Claude Sonnet 4 and Opus 4.1; Google Gemini 2.5 Pro - availability and features vary by plan and endpoint (ChatGPT vs API).
- AI architect merges best insights
- Your guidance shapes the merge
Use official vendor docs to confirm features like streaming, function calling, and background mode for each model.
Quick setup for OpenAI o3
Install PlanToCode
Download for your platform. Launches in seconds, no complex setup.
Connect your tools
Works seamlessly with OpenAI o3. Just copy and paste.
Start planning
$5 free credits to start. Generate your first implementation plan in under a minute.
Available for macOS & Windows • $5 free credits
What developers achieve
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Validate Plans in GitHub Actions
Run implementation plan validation as part of your CI/CD pipeline
Related resources
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