Skillintermediate

AI Search Patterns

| Use | Method | Returns | |-----|--------|---------| | Custom UI, analytics | `search()` | Raw chunks only (~100-300ms) | | Chatbots, Q&A | `aiSearch()` | AI response + chunks (~500-2000ms) |

Claude Code Knowledge Pack7/10/2026

Overview

AI Search Patterns

search() vs aiSearch()

Use	Method	Returns
Custom UI, analytics	`search()`	Raw chunks only (~100-300ms)
Chatbots, Q&A	`aiSearch()`	AI response + chunks (~500-2000ms)

rewrite_query

Setting	Use When
`true`	User input (typos, vague queries)
`false`	LLM-generated queries (already optimized)

Multitenancy (Folder-Based)

const answer = await env.AI.autorag("saas-docs").aiSearch({
  query: "refund policy",
  model: "@cf/meta/llama-3.3-70b-instruct-fp8-fast",
  filters: {
    column: "folder",
    operator: "gte",  // "starts with" pattern
    value: `tenants/${tenantId}/`
  }
});

Streaming

const stream = await env.AI.autorag("docs").aiSearch({
  query, model: "@cf/meta/llama-3.3-70b-instruct-fp8-fast", stream: true
});
return new Response(stream, { headers: { "Content-Type": "text/event-stream" } });

Score Threshold

Threshold	Use
0.3 (default)	Broad recall, exploratory
0.5	Balanced, production default
0.7	High precision, critical accuracy

System Prompt Template

const systemPrompt = `You are a documentation assistant.
- Answer ONLY based on provided context
- If context doesn't contain answer, say "I don't have information"
- Include code examples from context`;

Compound Filters

// OR: Multiple folders
filters: {
  operator: "or",
  filters: [
    { column: "folder", operator: "gte", value: "docs/api/" },
    { column: "folder", operator: "gte", value: "docs/auth/" }
  ]
}

// AND: Folder + date
filters: {
  operator: "and",
  filters: [
    { column: "folder", operator: "gte", value: "docs/" },
    { column: "timestamp", operator: "gte", value: oneWeekAgoSeconds }
  ]
}

Reranking

Enable for high-stakes use cases (adds ~300ms latency):

reranking: { enabled: true, model: "@cf/baai/bge-reranker-base" }