Artificial Intelligence

RAG Chatbots

Chatbots that answer accurately from your own content.

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What We Deliver

We build retrieval-augmented chatbots grounded in your documents and data, with citations, so answers are accurate and traceable instead of confidently wrong.

  • Document ingestion pipeline
  • Vector search setup
  • Retrieval-augmented generation
  • Source citations
  • Chat UI or API
  • Evaluation and tuning
When You Need This

You have a large body of content, docs, policies, a knowledge base, support history, and people spend time hunting through it or asking the same questions repeatedly. Or you tried a plain chatbot and it confidently made things up. The problem a RAG chatbot solves is accuracy: answers grounded in your actual content, with citations, instead of a model guessing from training data. If the cost of a wrong answer is real, grounding and traceability are the point.

How We Approach It

1

Ingest your content

We build a pipeline that pulls in your documents and data and prepares them for retrieval, so the bot answers from what you actually know.

2

Set up retrieval

Vector search over your content so the model retrieves the relevant passages before answering, which is what keeps responses accurate and current.

3

Ground and cite

Generation constrained to retrieved content with source citations, so every answer is traceable back to the document it came from.

4

Evaluate and tune

We measure relevance and accuracy and tune retrieval, then ship it as a chat UI or API, so quality is verified, not assumed.

Why This Matters

The Difference It Makes

Accurate Answers

Grounded in your real content.

Cited

Answers link back to sources.

Always Available

24/7 answers from your knowledge base.

Controlled

Answers stay within your approved content.

Our Toolkit

Technologies We Use

OpenAIPineconeLangChainAWS BedrockPostgreSQL/pgvector
FAQ

Common Questions

What is RAG?
Retrieval-augmented generation, the model retrieves relevant content from your data before answering, improving accuracy.
Can it cite sources?
Yes, responses can link back to the exact documents used, which builds trust and aids verification.

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