| Problem | Feature |
|---|---|
| Top results are off-target | Reranking |
| Chat follow-ups return nothing | Query rewriting |
| Long chats slow down, drift, or cost too much | Chat tuning |
| The bot answers even when the index has nothing | Chat tuning → answer quality |
| Large crawls or API pulls partly fail | Resilient ingestion |
| You want a provider Ragrails doesn’t ship | Custom providers |
| The chatbot needs to act, not just answer | Agentic tools |
| Token spend is too high | Cost optimization |
Advanced
Advanced Overview
Opt-in features for better quality, resilience, and cost.
The basic pipeline works without any of this. Reach for an advanced feature when you hit the matching problem.