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Turn your JSON and text into an accurate AI chatbot with grounded citations in minutes.

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100% Free Tier · Instant API Key · No Credit Card Required

Structured JSON FilesMarkdown Docs (.md)Plain Text Notes (.txt)FAQ Knowledge Data

Data transforming into vector chunks flowing into an AI chatbot

Vectorless BM25 IndexMulti-Stage RRF SearchGrounded Citations1-Line Drop-in Widget

Interactive Live Simulator·Auto-Playing

See how vector retrieval synthesizes cited answers

Queries auto-switch smoothly below. Click any tab to test specific retrieval benchmarks.

Matched Knowledge Chunk

billing_rules.json (entry #14)

SIMILARITY SCORE0.968

RETRIEVAL LATENCY142 ms

Zero Guesswork Guardrail:Exact match citations are injected into prompt context to prevent hallucination.

Grounded Synthesized Output

✓ Verified Grounded

Annual enterprise subscriptions are eligible for 100% refund within 30 days of initial invoice. After 30 days, refunds are calculated on a pro-rata basis minus computational resource allocations.

Citation source: billing_rules.json (entry #14)48 tokens

END-TO-END PIPELINE

How your raw documents become accurate answers

Raw Data Ingest

Paste text or upload structured JSON files into your knowledge base.

Chunk & Deduplicate

Text is broken into semantic chunks and checked against SHA-256 hashes.

Inverted Indexing

High-entropy keywords and 2-gram phrases are indexed into fast BM25 search tables.

Semantic Retrieval

Top relevant passages are retrieved with high precision similarity scoring.

Grounded Answer

Instant synthesized answer with verified source citations & widget sync.

Data Ingestion Active Sync

Structured JSON & Markdown Knowledge Base

Directly upload enterprise pricing sheets, FAQ JSON schemas, or internal wiki markdown. Content is normalized and deduplicated with 0 token waste.

JSON

pricing_tiers_2026.json

18 product tiers · Structured Object

18 Vectors Indexed

customer_support_faqs.md

4,200 words · Semantic Chunks

24 Vectors Indexed

1-Line Drop-in Chatbot

Embed a responsive floating AI widget directly on WordPress, Shopify, Next.js, or static HTML with one script tag.

<script src="https://rag.toolswallet.dev/widget.js" data-key="rag_live_9042"></script>

DEVELOPER REST API

Integrate into any backend stack

curl -X POST https://api.toolswallet.dev/api/v1/rag/rag_live_9042/query \
  -H "Content-Type: application/json" \
  -H "x-api-key: rag_live_sk_892348a8f10b" \
  -d '{
    "query": "What is our SLA guarantee for uptime?",
    "topK": 4,
    "temperature": 0.2
  }'

100% Free Developer Plan

Build your first 2 RAGs with zero costs

Get 2 dedicated knowledge bases, high-speed vectorless indexing, live web widgets, and REST API access. No credit card required.

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