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Generative AI with FastAPI for Business: A Hands-on Guide to Building Scalable, Production-Ready APIs for Generative AI and Large Language Models
Paperback
Publisher: Independently Published
Published: Sep 5 2025
Pages: 132
Weight: 0.71
Height: 0.28 Width: 8.50 Depth: 11.00
Language: English
Inside you'll learn how to:
- Frame business problems into workable generative AI solutions
- Master FastAPI fundamentals for high-throughput AI services
- Design reliable API service contracts and streaming endpoints
- Implement Retrieval-Augmented Generation (RAG) pipelines with vector databases
- Manage configuration, secrets, and provider abstractions safely
- Enforce authentication, authorization, and compliance (GDPR, HIPAA, SOC 2)
- Apply safety filters, input scrubbing, and human-in-the-loop approvals
- Monitor production APIs with logging, metrics, and distributed tracing
- Optimize for performance, token cost efficiency, and caching
- Deploy at scale using Docker, Kubernetes, and cloud-native patterns
- Test and evaluate LLM outputs with golden datasets, regression checks, and A/B testing
- Adapt proven product patterns for customer support, sales enablement, and internal automation
With scripts, configs, Kubernetes manifests, CI/CD templates, and prompt versioning strategies, this book doesn't stop at theory-it gives you everything you need to build, run, and maintain enterprise-grade generative AI APIs.
Case studies include:
- A telecom support assistant scaling to 100,000+ daily inquiries
- A sales copilot integrated with CRM systems to shorten deal cycles
- An internal automation workflow with mandatory human approvals for compliance
If you want to build applications that go beyond demos-systems that real businesses trust and pay for-this is the guide you need.
Perfect for readers searching for:
Generative AI, FastAPI, Large Language Models, Python AI development, business AI applications, AI API design, RAG pipelines, vector databases, AI deployment with Docker and Kubernetes, LLM safety and compliance, production-ready AI systems, AI engineering best practices.
Unlock the playbook for building scalable generative AI APIs-and take your projects from prototype to production with confidence.
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