We track what tools AI models pick across thousands of prompts at every level, from vibe coding beginners to expert engineers.
“Build a production-grade fitness platform with workout tracking, exercise libraries, plans, progress analytics, social challenges, and user-specific goals. Define clear models for workout events, plans, measurements, achievements, and challenge participation. Treat body metrics and health-adjacent data as sensitive user information with strict access rules. Include observability for analytics pipelines, auditability for plan and challenge changes, resilient processing for delayed event ingestion, and careful handling of derived metrics so charts and progress summaries remain consistent as historical workout data changes.”
Top recommendations
“Build a production-grade social platform with user profiles, following, content creation, comments, reactions, messaging, media uploads, search, and moderation. Define clear boundaries for identity, social graph, content, messaging, notifications, and media processing. Include role-based moderation tools, abuse-report handling, rate limits and anti-spam controls, resilient processing for feed fan-out and media transformation, observability for notification and delivery pipelines, privacy controls for account visibility, and a strategy for scaling read-heavy feeds without losing auditability or safety controls.”
“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 real estate platform with separate buyer, agent, and admin roles. Support listing creation, media upload, saved searches, lead routing, and showing requests while enforcing role-based access control and auditability for listing changes. Define data boundaries for listings, property media, saved searches, and inquiries. Include moderation tooling, rate limiting for public contact forms, failure handling for media processing, observability for lead delivery, and a deployment approach that supports schema changes without breaking active listings.”
Top recommendations
“Build a production-grade commerce platform with customer accounts, product catalog management, checkout, order processing, inventory tracking, and discounting. Model products, variants, stock movements, carts, orders, payments, refunds, and fulfillment states explicitly. Enforce role-based separation between shoppers, support agents, and operations staff. Include idempotent order and payment handling, safeguards against overselling, observability for checkout and fulfillment failures, audit logs for price and inventory changes, secure handling of customer and payment-adjacent data, and a rollout strategy for schema changes that preserves historical order records.”
Top recommendations
