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Knowledge & Research

Knowledge Base QA

Answer questions based on a knowledge base of documents and articles using RAG.

Workflow Structure
How this template processes data
  1. 1Input: User question
  2. 2Search knowledge base for relevant content
  3. 3Generate answer from retrieved context
  4. 4Cite sources used
Prompt Examples
Copy-paste ready prompts for this workflow

answer

Answer this question based on the provided context. If the answer isn't in the context, say so.

Question: {{question}}

Context:
{{context}}

Provide:
1. Direct answer
2. Supporting details
3. Source citations
LLM Recommendations
Best for Quality
Claude Sonnet 4.5
Best for Speed
GPT-4o mini
Best for Cost
DeepSeek V3
Cost Estimate
per query
$0.005-0.02
monthly 5000 queries
$25-100
Common Error Patterns
Issues to watch for and handle
  • Hallucination
  • Context mismatch
Monitoring with Administrate
  • Track answer accuracy
  • Monitor retrieval quality
Use Cases
  • Customer self-service
  • Internal knowledge
  • Documentation search