AI Subscription Steward
A personal AI subscription manager that tracks your actual usage across Claude, GPT, Gemini, Cursor and others, then recommends cancellations, downgrades, or switches — and alerts you when official-channel prices change.
Chinese-speaking knowledge workers juggling multiple AI subscriptions
- Cross-platform usage dashboard (logins, API spend, seats)
- Personalized 'cancel/downgrade' recommendations based on real usage
- Price-drop alerts from official channels so you don't drift to gray markets
- ROI calculator showing cost-per-task or per-draft
Open Price's 152 stars in days show buyers are scrambling for cheaper AI subs across gray-market resellers — the safer, longer-term pivot is helping them optimize on official channels.
Multiple Chinese-language guides and handbooks (CSDN, GitHub awesome-ai-subscription, juejin roundups) confirm Chinese knowledge workers actively wrestle with managing ChatGPT/Claude/Cursor subscriptions, but the cited Open Price 152-star GitHub anchor did not surface in search and remains unverified.记一次 AI 工具订阅管理踩坑：ChatGPT、Claude、Cursor 长期使用后才发现的问题 ↗siuserxiaowei/awesome-ai-subscription - GitHub ↗
Claude Tuner (Chrome extension + web dashboard) already provides real-time usage tracking, plan optimization, rate-limit prediction, and team dashboards for Claude/ChatGPT/Gemini — and it's free; OmniTrack AI and WrangleAI cover similar ground, so the 'steward' positioning is crowded before launch.Claude Tuner - Claude·ChatGPT·Gemini Tracker - Chrome Web Store ↗Claude Tuner — Real-Time Usage Tracker for Claude, ChatGPT & Gemini ↗GitHub - akshat4165/omnitrack-ai: Unified AI usage tracker for Claude ... ↗
Hard to charge: the closest competitor (Claude Tuner) is free, and the target audience already optimizes spend via gray-market resellers/API中转站 (e.g., lazymanchat, huoyachat) rather than paying for a savings tool; willingness to pay for personal finance/admin utilities in this segment is low.Claude Tuner — Real-Time Usage Tracker for Claude, ChatGPT & Gemini ↗2026年AI工具国内使用终极指南：ChatGPT/Claude/Gemini一站式平台推荐 ↗工具 · AI 订阅攻略站 ↗
Subscription pricing/plan churn is high, which sustains ongoing demand for an advisor, but Anthropic/OpenAI/Google already ship native usage dashboards and rate-limit views, eroding the 'visibility' moat over time; aggregator/business model is also fragile if API access tightens.Claude Usage Tracker Review (2026): AI Cost Monitoring ↗
Buildable: vendor APIs for usage data exist or are scrapable, and Chinese-language UX is straightforward; main costs are maintaining per-vendor integrations as plans change and dealing with Chinese payment rails / cross-border billing for any paid tier.AI Model Cost Tracking: How to Monitor GPT, Claude, Gemini ↗