quorumai

Run multi-model AI synthesis inquiries via QuorumAI. Four AI models (Claude, GPT, Gemini, Grok) compete to answer your question from specialized perspectives, get scored by an arbiter, and the best elements are synthesized into one ultimate answer.

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Install skill "quorumai" with this command: npx skills add shokatma-oss/quorumai

QuorumAI — Multi-Model AI Synthesis

Ask a question once. Four AI models (Claude, GPT, Gemini, Grok) answer simultaneously from specialized perspectives, an arbiter scores them, and you get one synthesized best answer.

Setup

Get your free API key at https://quorumai.io/account (sign up, go to API Keys, generate one). The key starts with qai_.

Set it in your OpenClaw config:

QUORUMAI_API_KEY=qai_your_key_here

Usage

When the user asks you to use QuorumAI, run a quorumai inquiry, or says "ask quorumai", send their question to the QuorumAI API.

Quick Inquiry (default)

curl -s -X POST https://quorumai.io/api/v1/inquiry \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $QUORUMAI_API_KEY" \
  -d '{
    "thesis": "USER_QUESTION_HERE",
    "mode": "quick",
    "academy": "general"
  }'

Standard Inquiry (dedicated arbiter, better scoring)

curl -s -X POST https://quorumai.io/api/v1/inquiry \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $QUORUMAI_API_KEY" \
  -d '{
    "thesis": "USER_QUESTION_HERE",
    "mode": "standard",
    "academy": "general"
  }'

Deep Inquiry (Pro only — 4 rounds, 16 responses)

curl -s -X POST https://quorumai.io/api/v1/inquiry \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $QUORUMAI_API_KEY" \
  -d '{
    "thesis": "USER_QUESTION_HERE",
    "mode": "deep",
    "academy": "general",
    "dissent": true
  }'

Parameters

FieldTypeDefaultDescription
thesisstringrequiredThe question to ask (alias: question)
academystring"general"Academy to use: general, clinical, business, technical, investment
modestring"quick"Inquiry depth: quick (Free), standard (Free), deep (Pro)
arbiterstring"auto"Which model judges: auto, claude, gpt, gemini, grok
dissentbooleanfalseEnable dissent mode — models argue against themselves to stress-test claims (Pro)

Academies

  • general — General-purpose inquiry with balanced perspectives
  • clinical — Clinical Review Panel for medical and health questions
  • business — Business Advisory Board for strategy and operations
  • technical — Technical Review Board for engineering and architecture
  • investment — Investment Committee for financial analysis

Response Format

The API returns JSON. Here are the key fields to present to the user:

FieldDescription
synthesisThe combined best answer — always show this first
primaThe top-scoring voice (winning model)
voicesArray of individual model responses with provider and school (role)
scoresArbiter's scoring of each voice
confidenceOverall confidence percentage (when dissent is enabled)
consensus_claimsClaims all models agreed on (dissent mode)
vulnerable_claimsClaims that didn't survive adversarial analysis (dissent mode)
share_urlPublic link to view the full inquiry result

How to Present Results

  1. Always lead with the synthesis — this is the main answer
  2. Show the prima (winning voice) and its score
  3. If the user wants detail, show individual voice responses
  4. If dissent was enabled, highlight consensus vs vulnerable claims
  5. Always include the share_url so the user can view the full result on quorumai.io

Example output formatting:

🏛️ QuorumAI Synthesis:
[synthesis text]

🏆 Top Voice: [prima provider] ([prima score])
🔗 Full result: [share_url]

If dissent mode was used, add:

✅ Consensus: [consensus_claims]
⚠️ Vulnerable: [vulnerable_claims]
📊 Confidence: [confidence]%

Rate Limits

  • Free tier: 5 inquiries/day (Quick and Standard modes only)
  • Pro tier ($9.99/mo): 50 inquiries/day, all modes, dissent, all academies

Rate limit headers are returned: X-RateLimit-Limit and X-RateLimit-Remaining.

If the user hits a rate limit, suggest upgrading at https://quorumai.io/account

Error Handling

  • 401: Invalid or missing API key — direct user to https://quorumai.io/account
  • 403: Feature requires Pro tier — suggest upgrade
  • 429: Rate limit exceeded — show remaining reset time
  • 500: Server error — retry once, then report the issue

Rules

  • Always substitute the user's actual question for USER_QUESTION_HERE
  • Default to quick mode and general academy unless the user specifies otherwise
  • If the user says "deep dive" or "thorough analysis", use deep mode
  • If the user mentions medical/health topics, suggest clinical academy
  • If the user mentions business/strategy, suggest business academy
  • If the user mentions code/engineering, suggest technical academy
  • If the user mentions investing/finance, suggest investment academy
  • Never expose the raw API key in messages to the user
  • Responses can take 15-45 seconds depending on mode — let the user know it's processing

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