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Use Cases

What you can build with FastAPI AI Kit

Production-ready infrastructure for every AI backend use case. Each scenario is pre-solved — pick yours and start building.

AI Customer Support Backend

Deploy a FastAPI backend that handles customer queries with LLM-powered responses, escalation logic, conversation history, and token-aware billing — all pre-configured.

FastAPIOpenAI / AnthropicPostgreSQLRedis
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RAG Document Search API

Ingest PDFs, Markdown, and text files into a vector store, then expose a semantic search endpoint powered by your LLM of choice — with pgvector or Qdrant pre-configured.

FastAPIpgvectorQdrantOpenAI Embeddings
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SaaS API Backend

JWT auth, API key management, Stripe usage metering, rate limiting, and background jobs — the entire infrastructure layer for a SaaS API, pre-built and production-ready.

FastAPISQLAlchemyPostgreSQLStripe
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LLM API Gateway

Expose a unified `/v1/chat` endpoint that routes to OpenAI, Anthropic, or local models — with per-key auth, rate limiting, token tracking, and usage metering for internal teams or customers.

FastAPIOpenAIAnthropicSSE
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AI Code Review Tool Backend

Receive GitHub webhooks, queue long-running LLM analysis jobs via Celery, store results in Postgres, and stream findings back — all pre-wired in FastAPI AI Kit.

FastAPICeleryRedisOpenAI
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Document Processing Pipeline

Accept file uploads, process them asynchronously via background workers, extract structured data with LLMs, and store results — all in a battle-tested FastAPI pipeline.

FastAPICeleryRedisOpenAI
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AI Chatbot Backend

Multi-turn conversation management, session persistence, streaming replies, per-user rate limiting, and token-based billing — the complete backend for a customer-facing AI chatbot.

FastAPISSEPostgreSQLRedis
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Internal Knowledge Base API

Index your internal documentation, Notion pages, or Confluence wikis, then expose a query endpoint your team can call from Slack bots, dashboards, or internal tools.

FastAPIpgvectorQdrantOpenAI
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AI Sales Assistant Backend

Build an AI sales assistant that retrieves context from your CRM, prospect data, or call transcripts, and generates personalized responses — all with per-rep usage tracking.

FastAPIOpenAIpgvectorPostgreSQL
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Multilingual AI API Backend

Detect input language, route to appropriate LLM context, maintain per-language conversation history, and return localized AI responses — all with the kit's pre-built infrastructure.

FastAPIOpenAIAnthropicPostgreSQL
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