LLM Consulate

Multi-Model AI Platform

One Prompt.
Multiple Minds.

Most AI products give you one answer.

LLM Consulate gathers multiple frontier models, compares their reasoning, identifies disagreement, and presents a synthesized response.

Consult a council instead of a single machine.

Open Source OnlyNo Sign-Up Required15 Free Requests

Capabilities

Built for thoughtful inquiry

Not another chatbot wrapper. A deliberate interface for consulting multiple perspectives.

Direct Chat

Talk to any frontier model individually — GPT-OSS, Qwen, Gemma, Kimi, Nemotron, and MiniMax via NVIDIA Inference APIs.

Consulate Mode

Send one prompt to multiple models. Each responds independently. Agreement is measured, dissent is surfaced, and a synthesis engine produces the final answer.

Local History

Conversations persist in your browser. Create, rename, and manage multiple threads. No account needed.

Open Source Only

Every model in the registry is open source. Served through NVIDIA's inference platform with a centralized, extensible model registry.

How Consulate Mode works

Four steps from question to consensus.

01

Your Prompt

Ask any question. The same prompt goes to every selected model.

02

Independent Reasoning

Each model analyzes your question separately, drawing on its own training and perspective.

03

Individual Responses

You see each model's answer in real time. Progress indicators show who's responded.

04

Consensus Answer

A synthesis engine reviews all responses and produces a unified, authoritative answer.

Why ask multiple models?

A single answer is a single perspective. Important questions deserve more than one point of view.

Reduced single-model bias

One model can be confidently wrong. Multiple models cross-check each other's reasoning.

Broader knowledge coverage

Different models excel at different domains. Together, they cover more ground.

Higher confidence answers

When models agree, you can trust the answer. When they disagree, you see the nuance.

Transparent reasoning

Expand any consulate response to see exactly what each model said. Nothing hidden.

What is multi-model AI?

Multi-model AI sends a single prompt to several language models simultaneously. Instead of relying on one perspective, you receive independent analyses from models with different architectures and training. LLM Consulate orchestrates these requests concurrently and presents both individual responses and a unified answer.

What is consensus generation?

Consensus generation is the process of synthesizing multiple model responses into one authoritative answer. After each model responds independently, a synthesis engine identifies agreement, resolves disagreements, and produces a final response that reflects the strongest reasoning across all participants. This reduces single-model bias and surfaces nuance when models diverge.

How LLM Consulate works

LLM Consulate offers two modes. In Direct Chat, you converse with a single open-source model through NVIDIA Inference APIs. In Consulate Mode, you select multiple models, submit one prompt, and watch each model respond in parallel. A synthesis step then generates the consensus answer. All orchestration runs on a dedicated FastAPI backend with async streaming — no third-party AI frameworks.

Common questions

What you might be wondering

Ready to consult the council?

No sign-up. No API keys required for local models. Just open the consulate and start asking.

Start Consulting