Plan software changes before you code
PlanToCode helps you find the right files, generate and merge implementation plans, then run them in a persistent terminal. You see scope before you run anything. Plans are editable and traceable.
Human-in-the-loop AI Planning for Large & Legacy Codebases
Generate granular, file-by-file implementation plans with exact repository paths. Review, edit, and approve all changes before securely handing off to coding agents or developers - preventing regressions and ensuring every change aligns with your team's requirements.
File discovery workflow
Surface the right files before you write prompts. Learn more
Multi-model planning
Generate implementation plans from GPT-5, Gemini 2.5 Pro, Claude 4 Sonnet, Grok 4, and DeepSeek R1 and merge the best ideas. Explore the workflow
Integrated terminal
$ codex | claude | cursor | gemini > Voice transcription available > Prompt preview before run > Token guardrails in place > Logs persist locally
Launch claude, cursor, codex, or gemini without leaving the workspace. Health monitoring and recovery keep long jobs running. Terminal details
Human-in-the-loop Governance
Maintain full control over AI-generated implementation plans. Review, edit, approve, and audit every step before execution.
File-by-file Plans with Exact Paths
Implementation plans break down changes on a file-by-file basis with exact repository paths, ensuring complete visibility into what will be modified.
Review, Edit & Approve Workflow
Team leads and stakeholders can review proposed changes, directly edit plan details, request modifications, and approve plans before execution.
Safe Handoff to Agents
Once approved, plans are securely transmitted to your chosen coding agent or assigned to developers, preventing regressions and ensuring alignment with requirements.
Specification Capture & Refinement
Rapidly crystallize ideas into clear, actionable specifications with voice dictation and AI-powered enhancement.
Voice Dictation
Capture initial requirements through voice input, which you can then refine manually for precision and clarity.
Learn more →Text Enhancement
Improve grammar, sentence structure, clarity, and conciseness while maintaining your original intent, tone, and technical detail level.
Learn more →Task Refinement
Expand task descriptions by identifying implied requirements, clarifying expected behavior and edge cases, and adding technical considerations.
Learn more →Meeting & Recording Ingestion
Transform Microsoft Teams meetings and screen recordings into actionable implementation requirements.
Multimodal Analysis
Upload Microsoft Teams meetings or screen recordings. Advanced multimodal models analyze both audio transcripts (with speaker identification) and relevant visual content (shared screens, presented documents, key moments) to extract specification requirements.
Learn more →Review & Incorporate Insights
Extracted insights - summarized decisions, action items, and key discussion points - are presented in an intuitive interface where team leads can review, select, and incorporate them into actionable implementation plans.
Learn more →Mechanisms
Built for developers tackling large & legacy codebases. If you use Claude Code, Cursor, or Aider - this is your planning layer.
Specification capture & refinement
Voice dictation for rapid input, text enhancement for clarity, and task refinement to identify implied requirements and edge cases.
Meeting recording ingestion
Upload Microsoft Teams meetings or screen recordings. Multimodal analysis extracts specifications from audio transcripts and visual content for review and incorporation.
Human-reviewed implementation plans
Generate file-by-file implementation plans with exact repository paths. Review, edit, and approve changes before execution to prevent regressions and ensure alignment with requirements.
File discovery workflow
Start staged background jobs for regex pattern generation, relevance scoring, and path correction. Review each stage before applying the results to your session.
Voice transcription pipeline
Record task descriptions or terminal commands and send them through the transcription service. Configure language and temperature defaults for each project.
Text improvement popover
Highlight any selection to run the text-improvement job with Claude 4.5 Sonnet or Gemini 2.5 Flash. The rewrite preserves formatting and applies inside Monaco editors, task inputs, and terminal dictation.
Model configuration per task
Choose from Gemini 2.5 Pro, GPT-5, Claude 4.5 Sonnet, Grok 4, DeepSeek R1, and Kimi K2 for implementation plans. Settings persist per project.
Token guardrails & prompt preview
View the exact prompt, estimated token counts, and context window warnings before you submit a job. Adjust instructions with full visibility.
Monaco implementation plan editor
Plans open in a Monaco editor with syntax highlighting, diff-friendly formatting, and clipboard helpers. Edit steps, store drafts, and keep templates ready for the next task.
Merge plans with instructions
Select multiple plans, write merge guidance, and keep the merged output alongside the originals. Iterate until the approach matches your standards.
Integrated PTY terminal with CLI detection
Launch claude, cursor, codex, or gemini directly in the built-in terminal. Health monitoring, auto-recovery, and resize handling keep long-running jobs stable.
Persistent sessions and logs
Terminal output is stored in a 5 MB ring buffer and project sessions reload on start-up. Pick up outstanding work without rebuilding context.
Built for Professional Development
Pay only for AI inference with transparent token costs. Watch your ROI in real-time - one saved production incident pays for months of usage.
Transparent Pricing
Start with usage-based pricing to validate results. No subscriptions. Just transparent API costs.
Usage-Based Pricing
Pay only for what you use.
Test Plan Editor, Merge Instructions, Terminal Integration. Auto top-off when you're convinced.
Frequently Asked Questions
Everything you need to know about PlanToCode
Ready to coordinate your next implementation plan?
Plan, review, and run AI-assisted changes from one workspace. Keep models, prompts, files, and terminal output aligned.