AI subscription quality sentinel
Track response quality of your paid AI services and alert you when they degrade
- Problem
- Users find ChatGPT Pro quota runs out early, generations cut off midway, and dots suddenly degrades to gpt-4 level, making them want to downgrade before renewal. Quality drops are felt subjectively with no comparable record, and arguing with support leaves no evidence.
- Solution
- A lightweight monitor: periodically probe subscribed AI services with standardized micro-tasks (latency, truncation rate, failure rate, output length and self-scored quality), build a timeline report, alert by email/push on anomalies or quota issues, and export a support-ready evidence summary.
- Users
- Heavy individual users and small teams who subscribe to multiple AI services and are quality-sensitive
- MVP
- Custom probe tasks and cadence; side-by-side quality timelines across services; alerts on interruptions, failures and quota anomalies; one-click export of complaint evidence; weekly/monthly summaries
- Revenue
- Free for monitoring one service; subscription for multiple services, longer history and alerts; team tier
- Why now
- AI subscriptions are expensive and quality fluctuates often, so users need data for downgrade decisions and complaints; probes can reuse official APIs, keeping cost and technical bar low
Source discussions · 3
- Hacker NewsChatGPT Is Down3↑ 1
- V2EX[分享发现] 大家没觉得这两天 ChatGPT 和 dots 严重降智吗?0↑ 1
- V2EX[程序员] AI 嘉豪,你只是学会了用 AI 包装自己的平庸0↑ 10