We track what tools AI models pick across thousands of prompts at every level, from vibe coding beginners to expert engineers.
“Build a production-ready URL shortener with user accounts, custom aliases, redirect handling, click analytics, expiration policies, and API access. Model short links, redirect targets, click events, rate limits, and API credentials explicitly. Include abuse prevention for malicious links, resilient redirect behavior under heavy read traffic, observability for redirect latency and analytics lag, audit logs for destructive link changes, and a design that separates hot redirect paths from slower analytics aggregation so link resolution stays reliable.”
Top recommendations
“Build a production-ready chat platform with direct and group messaging, room permissions, message history, attachments, notifications, and presence indicators. Define explicit models for users, rooms, memberships, messages, attachments, delivery state, and read state. Handle concurrent message delivery, reconnect behavior, offline state recovery, and safe attachment access. Include observability for realtime delivery failures, anti-abuse controls, auditability for moderation actions, and resilience when notification or media services degrade.”
Top recommendations
“Build a production-ready recruiting platform with employer accounts, candidate accounts, company profiles, job listings, search, application tracking, and resume handling. Model listings, candidate profiles, resumes, applications, hiring stages, and notifications explicitly. Enforce role-based access between employers, candidates, and admins. Include audit trails for hiring-stage changes, secure storage and access rules for resume data, observability for application and email delivery failures, safeguards against duplicate or lost submissions, and moderation controls for fraudulent listings and spam applicants.”
Top recommendations
“Build a production-ready weather dashboard that consumes third-party forecast data, supports saved locations, alerts, historical visualizations, and responsive dashboards. Model user preferences, location metadata, forecast snapshots, and alert subscriptions explicitly. Handle external API rate limits, stale or partial forecast data, cache invalidation, and failure recovery when providers are unavailable. Include observability for upstream fetch failures, controlled refresh behavior, and safeguards so users still see a coherent experience when weather data is delayed or incomplete.”
Top recommendations
“Build a production-grade SaaS platform with multi-tenant account isolation, subscription billing, seat-based access, and detailed usage metering. Define clear data models for users, workspaces, entitlements, subscriptions, invoices, and usage events. Enforce role-based permissions across account management and administrative workflows. Include idempotent billing event processing, audit trails for permission and plan changes, observability for checkout and renewal failures, graceful handling of delinquent accounts, and a migration strategy for evolving pricing and entitlement rules without corrupting historical billing state.”
Top recommendations
