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.