Post-Hoc Recovery Evaluation: Measuring Agent Recovery After Unsafe Tool Execution
A research project that makes recovery a first-class evaluation object: injecting controlled, sandboxed unsafe-execution events into agent benchmarks and measuring...
A tool that tracks all your subscriptions, identifies unused services, and guides you through cancellation — helping people stop paying for things they forgot they signed up for.

A startup idea that tracks all your recurring subscriptions, shows exactly how much you spend each month, identifies services you rarely use, and helps you cancel or downgrade them — saving the average household hundreds of dollars per year.
The average American household spends $219 per month on subscriptions, according to a 2022 C+R Research study — and 42% of subscribers have forgotten at least one subscription they’re paying for. The subscription economy has made it easy to sign up and hard to cancel. Services bury cancellation flows behind multiple screens, require phone calls, or offer retention deals that keep you paying for another year.
People know they overspend on subscriptions but don’t track them systematically. A spreadsheet requires manual updates. A budgeting app might show the total but doesn’t help you actually cancel anything.
The gap: people need a tool that not only tracks subscriptions but actively helps them reduce spending by identifying unused services and guiding them through the cancellation process.
| Category | Examples | Optimization Potential |
|———-|———-|———————-|
| Streaming | Netflix, Spotify, Disney+ | Share plans, rotate services |
| Software | Adobe, Canva, Notion | Annual vs. monthly, alternatives |
| Cloud storage | iCloud, Google One, Dropbox | Consolidate to one service |
| News | NYT, WSJ, Medium | Keep 1, cancel others |
| Fitness | Gym, Peloton, ClassPass | Use or cancel |
| Delivery | Amazon Prime, DashPass | Calculate actual value |
| Gaming | Xbox Live, PS Plus, EA Play | Share family plans |
Bank/Credit Card Connection → Recurring Charge Detection → Subscription Database → Usage Analysis → Optimization Report ┌─────────────────────────────────────────────┐ │ Bank/Credit Card Connection │ │ (Plaid API) │ └──────────────────┬──────────────────────────┘ │ ┌─────────▼─────────┐ │ Transaction │ │ Analyzer │ │ (Recurring │ │ detection) │ └─────────┬─────────┘ │ ┌─────────▼─────────┐ │ Subscription │ │ Database │ └─────────┬─────────┘ │ ┌──────────────┼──────────────┐ │ │ │ ┌───▼───┐ ┌────▼────┐ ┌────▼────┐ │Dash- │ │Optimize │ │Alert │ │board │ │Engine │ │System │ └───────┘ └─────────┘ └─────────┘ | Component | Technology | Why |
|———–|———–|—–|
| Bank connection | Plaid API | Industry standard for financial data |
| Backend | Node.js + Express | Fast API, good async support |
| Database | PostgreSQL | Transaction and subscription data |
| Frontend | React | Clean dashboard interface |
| Notifications | SendGrid + Web Push | Email and browser notifications |
| Recurring detection | Node.js + cron jobs | Pattern matching on transaction history |
Build the subscription management interface. Let users add subscriptions manually with amount, frequency, category, and renewal date. Create the spending dashboard with monthly/annual views.
Integrate with Plaid API for bank account connections. Build the recurring charge detection algorithm. Import and categorize historical transactions.
Build the usage tracking system. Implement the optimization recommendation engine. Create the cancellation guide with step-by-step instructions for common services.
Build the renewal alert system. Implement the monthly savings report. Add sharing recommendations and tax categorization.
Budgeting apps (Mint, YNAB) show subscription spending as a category but don’t help you actually manage or cancel subscriptions. Subscription tracking apps (Trim, Bobby) exist but focus on tracking, not optimization. Trim was acquired by OneMain Financial and shifted focus.
This Idea combines tracking with active optimization: not just showing what you spend, but helping you spend less through usage analysis, cancellation guidance, and sharing recommendations.
| Tool | Focus | Limitation |
|——|——-|————|
| Bobby | Subscription tracking | Manual entry only, no optimization |
| Trim | Bill negotiation | Acquired, shifted to lending |
| Rocket Money | Subscription management | Good but premium features locked behind subscription (ironic) |
| Mint | Budgeting | Subscriptions are just a category, not the focus |
This Idea focuses specifically on subscription optimization with cancellation assistance.
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Published on September 3, 2026
A team of developers, researchers, and innovators who review and publish practical ideas for builders and creators.
Published on September 3, 2026
A team of developers, researchers, and innovators who review and publish practical ideas for builders and creators.