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 editorial platform with separate writer, editor, and admin permissions. Support rich article authoring, content previews, scheduled publishing, comment moderation, subscriber lifecycle management, and search across published content. Model revisions, publication states, taxonomy, comments, and subscriber data explicitly. Include audit logs for content changes, resilient scheduling and email delivery, rollback support for publishing mistakes, observability for indexing and newsletter jobs, and security controls that protect unpublished drafts and subscriber data.”
Top recommendations
“Build a production-grade learning platform with instructor publishing workflows, student enrollment, paid access, video and document delivery, quizzes, certificates, and progress tracking. Define explicit models for course content, enrollments, entitlements, assessments, completion state, and certificates. Enforce role-based controls for students, instructors, and administrators. Include observability for media delivery and payment failures, secure access to premium content, idempotent certificate issuance, auditability for grading and content changes, and a migration plan for evolving course structures without breaking learner progress.”
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
“Build a production-ready documentation platform with versioned technical content, search, navigation, API reference pages, and content publishing workflows. Model versions, navigation trees, content revisions, and search indexes explicitly. Include editorial access controls, preview support, audit logs for content changes, observability for build and indexing failures, and rollback mechanisms for bad releases so broken documentation updates can be reversed without disrupting older stable versions.”
Top recommendations
