Public demo · sample corpus only
Lexical RAG · citation grounding

Docs RAG Ask

Ask ops docs. Show your sources.

Portfolio demo Julian built for grounded Q&A: retrieve passages from a small Helio Ops doc set, answer with numbered citations, and surface the retrieval panel for reviewers. Runs fully in the browser for visitors; unlock to paste your own docs and optionally synthesize with server AI when OPENAI_API_KEY is configured.

Private tool - access code required

Demo for visitors · full tool is private. Enter the owner access code to paste your own data, persist a local session, export, and use server AI enhance.

Optional: bring your own Gemini API key

Your key stays in your browser and is sent only to Google. Without a key, this demo uses the free local model only.

Sample questions

Corpus (6 docs)

  • Helio Ops - Product Overview · Product
  • Incident Response Runbook · Runbook
  • Data Retention & Privacy · Policy
  • RAG Grounding Requirements · Engineering
  • Agent Tool Permissions · Security
  • New Hire Onboarding - Ops AI · Enablement

Retrieved chunks

Run a question to see ranked passages and citation targets.