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I will integrate ai into your django and fastapi app or API
Vitaly Sem
About this gig
Need to add AI capabilities to your existing application without turning the codebase into a mess? I can help.
I integrate reliable, production-ready AI features into Python applications, APIs, and backend systems.
I can help with:
- OpenAI and Anthropic API integration
- LLM-powered features and workflows
- Structured outputs and tool calling
- RAG and document Q&A
- Embeddings and vector search
- Qdrant / pgvector integration
- AI-powered search, extraction, classification, and summarization
- Django and FastAPI integration
- Async processing and background jobs
- Error handling, retries, rate limits, and usage optimization
My focus is not just making the AI feature work, but integrating it cleanly into your existing architecture with maintainable code, proper error handling, and predictable behavior.
For larger systems, multi-step AI workflows, agents, or unclear requirements, please contact me before ordering so I can recommend the right package.
Get to know Vitaly Sem
Vitaly Sem
Elite Python Engineer
- FromUkraine
- Member sinceJan 2023
- Avg. response time1 hour
Languages
English, Ukrainian, Russian, Polish
As a highly skilled Python developer with a strong background in computer science, I am confident in my ability to contribute to your team.
I have developed a wide range of Python-based applications for a variety of industries, including finance and healthcare. My skills and experience include web development, automation and a strong foundation in object-oriented programming and software design. I have a proven track record of delivering high-quality code and meeting tight deadlines.
My Portfolio
FAQ
1. Which AI providers can you integrate?
I can integrate OpenAI, Anthropic, and other LLM APIs depending on your project requirements and provider availability.
2. Can you integrate AI into an existing Django or FastAPI project?
Yes. This gig is specifically designed for adding AI capabilities to existing Python applications, APIs, and backend systems.
3. Do you build RAG and vector search features?
Yes. I can implement RAG, embeddings, document search, and vector database integrations such as Qdrant or pgvector.
4. Can you build AI agents or tool-calling workflows?
Yes, for clearly defined workflows. Complex multi-agent systems or large autonomous workflows may require a custom offer.
5. Is AI model fine-tuning included?
No. Fine-tuning is a separate type of work that usually requires dataset preparation, evaluation, training, and additional provider costs.
6. Do I need to provide my own AI API key?
Yes. You should provide access to the required AI provider account or API key. Please do not send sensitive credentials in plain text unless necessary and secure.
7. Can you reduce AI API costs?
Yes. I can optimize prompts, model selection, request patterns, caching, and usage where appropriate. Cost optimization is also available as an extra.
8. Can you guarantee that the AI output will always be correct?
No AI model can guarantee perfect output. I can improve reliability using structured outputs, validation, guardrails, testing, and appropriate architecture.
9. Can you integrate AI into a large or complex system?
Yes, but please contact me before ordering if your application has multiple services, complex infrastructure, agents, or unclear requirements.
10. Will I receive the source code?
Yes. The implemented integration code is included in the delivery according to the agreed scope.
