Consumer-rights AI game goes B2B: Claude Code workflow with Opus 4.7 and Haiku 4.5
A Reddit post details the transformation of a viral consumer-rights AI game into a B2B product called socratize.io (formerly fixai.dev). The core loop remains: users argue with an AI that refuses to budge. Companies write custom scenarios (sales objection, churn call, compliance check) and their team practices against the AI customer.
Tech Stack
- Live chat bot: Claude Haiku 4.5 — cheap, fast, and stubborn with the right prompt.
- Backend: Written with Claude Code, driven by Opus 4.7 for heavy lifting (refactors, migrations, retries, prompt-injection hardening).
Claude Code Workflow Details
The developer shared a precise workflow to avoid agent confusion:
- CLAUDE.md at repo root: Contains hard invariants only — e.g.,
auth is B2B-only,schema changes go through migrations,all email through one service. Claude reads this every session and stops violating them. - SPLIT_NOTES.md: A separate file for plans —
what we're going to change. Splitting the two prevents the agent from confusing constraints with TODOs. - Multi-file refactors: Use Opus 4.7 to propose a diff plan first, approve it, then run edits. The developer notes this is the first tier where the plan and the patch reliably match.
Target Audience
Developers building AI-powered conversational tools or using Claude Code for production apps — especially those managing prompt-injection risks and complex refactor workflows.
📖 Read the full source: r/ClaudeAI
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