
AI automation setup with RAG and API integrations
Delivery in
5 days
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What you get with this Offer
For automations that need the AI to actually know your data not just generate generic, plausible-sounding answers, this offer builds a RAG (retrieval-augmented generation) pipeline into your workflow. Your documents, records, or knowledge base get indexed so the AI can retrieve real, relevant information before it generates a response, rather than relying purely on what it was trained on.
That pipeline gets connected to your systems via API, so it's not a standalone chatbot sitting in isolation — it's wired into whatever needs that context, whether that's a support agent answering from your documentation, an internal tool searching your own records, or a broader automation that needs to pull accurate information before deciding what action to take next.
What's included:
RAG pipeline build: document/data ingestion, chunking, retrieval, and generation
API integrations required to connect the pipeline to your data sources and target systems
Error handling and structured outputs so responses are consistent and usable downstream
Documentation covering the full pipeline and how to add more data later
1 round of revisions
That pipeline gets connected to your systems via API, so it's not a standalone chatbot sitting in isolation — it's wired into whatever needs that context, whether that's a support agent answering from your documentation, an internal tool searching your own records, or a broader automation that needs to pull accurate information before deciding what action to take next.
What's included:
RAG pipeline build: document/data ingestion, chunking, retrieval, and generation
API integrations required to connect the pipeline to your data sources and target systems
Error handling and structured outputs so responses are consistent and usable downstream
Documentation covering the full pipeline and how to add more data later
1 round of revisions
What the Freelancer needs to start the work
What data should the AI be able to search/reference? (docs, database, knowledge base, etc.)
What should it do with that information? (answer questions, take actions, generate content)
Do you have API access to the data source and an LLM provider account?
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