Problem
Where this helps
Generic chatbots can sound confident while using the wrong source or missing company-specific details.
AI
RAG Chatbots
Retrieval-augmented chatbots that answer from approved company content.
Solution
What Websiteli builds
We connect the chatbot to curated content retrieval, citations, guardrails and fallback handoff paths.
Benefits
Business outcomes before technology choices.
Use approved knowledge
Reduce hallucination risk
Keep answers more current
Support traceable responses
Ideal client
Best fit
- Support teams
- Knowledge-heavy businesses
- B2B services
- Internal teams
Technology
Typical stack
- RAG
- Embeddings
- Vector search
- OpenAI APIs
- Evaluation prompts
Process
A focused path from idea to working system.
Identify the business question or knowledge source
Prepare the data, prompts and retrieval flow
Build a controlled AI workflow
Evaluate answers and improve safeguards
Pricing guidance
AI・データ強化
Usually AI/Data Upgrade with a narrow knowledge base first, then expansion after evaluation.
See pricing structureInternal links
Related services
FAQ
Questions about rag chatbots.
What problem does this service solve?
Generic chatbots can sound confident while using the wrong source or missing company-specific details.
Is rag chatbots suitable for a small business?
Yes. Websiteli scopes rag chatbots around the workflow, budget and team capacity of the business, then starts with the smallest useful version before expanding.
What does rag chatbots cost?
Usually AI/Data Upgrade with a narrow knowledge base first, then expansion after evaluation.
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