AI-Enhanced Web Apps

Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178.

Use When

• Designing or building an AI-enhanced web app on Next.js + Vercel AI SDK with streaming chat, tool calling, RAG, multi-modal input, or MCP-exposed tools.
• Wiring an AI feature into a multi-tenant SaaS and needing the module gate, token ledger, and provider abstraction for that feature.
• Reviewing an existing AI web-app route for missing budget, quota, guardrail, or fallback controls.

Do Not Use When

• The AI feature is purely backend or batch (no interactive web surface) — use ai-llm-integration or python-saas-integration instead.
• The task is a pure UX pattern question — use ai-ux-patterns or ux-for-ai.
• The task is full metering / billing strategy — use ai-metering-billing or ai-saas-billing.
• The task is prompt or threat design — use ai-prompt-engineering, ai-security, or llm-security.

Required Inputs