The viral r/ClaudeAI post about a plugin that translates 'Claudish to English' (2,938 upvotes, 296 comments) exposes a real pain point: AI models produce verbose, hedged, jargon-heavy output that non-technical stakeholders can't act on. SubtitleSense is a browser extension and API that intercepts AI chat output and rewrites it in plain, direct language matched to the user's selected reading level or professional role (e.g., 'explain to my CEO', 'explain to a 10-year-old').
Non-technical professionals, managers, and executives who use AI tools daily but struggle to parse verbose or jargon-heavy AI responses
$8/mo subscription for unlimited rewrites; free tier allows 20 rewrites/day
Reddit: AI tool adoption has crossed the chasm into non-technical users in 2025, but model outputs are still optimized for engineers — creating a massive readability gap that no incumbent has addressed as a dedicated product.
https://reddit.com/r/ClaudeAI/comments/1vl0n1t/claude_code_plugin_for_translating_from_claudish/
AI tool adoption has crossed the chasm into non-technical users in 2025, but model outputs are still optimized for engineers — creating a massive readability gap that no incumbent has addressed as a dedicated product.
A Chrome extension with a single 'Simplify' button that rewrites the last AI response on ChatGPT, Claude, or Gemini into plain English at a chosen reading level.
AI is the core engine: GPT-4o mini rewrites outputs at 1/10th the cost of GPT-4o, making per-rewrite margins viable at the $8/mo price point.
Model providers could ship a 'simplify' toggle natively within 6 months, making the extension redundant — distribution speed is critical.
Likely buyers are AI builders, product teams adding AI workflows, and technical operators who need leverage without adding headcount. Start with Non-technical professionals, managers, and executives who use AI tools daily but struggle to parse verbose or jargon-heavy AI responses and validate whether this saves measurable time, cost, or review effort.
Find the first 10 users by searching for recent complaints around "AI output plain language" in Reddit, developer communities, GitHub issues, and niche Slack or Discord groups. Offer a concierge version first: manually solve the workflow for a few users, then automate only the repeated steps.
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To build a SubtitleSense app, start by validating the problem. Generate a full project spec above for a complete tech stack and build plan.
A easy difficulty app like this typically costs $0-$5,000 for an MVP. Monetization: $8/mo subscription for unlimited rewrites; free tier allows 20 rewrites/day.
Non-technical professionals, managers, and executives who use AI tools daily but struggle to parse verbose or jargon-heavy AI responses