We track which developer tools AI models pick across a frozen panel of vibe-coding prompts at every level, from beginners to expert engineers.
“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
“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-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 AI support platform with authenticated admin users, a customer-facing support agent, retrieval-backed answers, escalation to human operators, and searchable knowledge assets. Model users, conversations, retrieved context, tool invocations, feedback events, and escalation state explicitly. Include hosting, persistence, and search, but also require a dedicated coding-agent workflow for the team maintaining prompts and system behavior. Add observability for prompt, retrieval, latency, and failure traces, plus evaluation pipelines that score groundedness, escalation correctness, and regression risk before prompt or model changes are shipped.”
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
GOGo
