Connect LLMs + data streams → grounded output

Mix multiple LLMs and data. Get answers you can trust.

LLM Mixer connects multiple AI models + real data streams to produce grounded, verified output. Better answers. Lower cost. Nothing lost.

The problem with single-model AI

You're already cross-checking ChatGPT with Claude. We automate that.

One AI can be wrong
Single models hallucinate, have blind spots, and give sycophantic answers. You have no way to know when.
Your research disappears
Close the chat window and your analysis is gone. Start from scratch every time.
You're overpaying
The most expensive model isn't always the best. You're paying premium prices for single-perspective answers.

How it works

1

Ask your question

Enter what you want to analyse — a stock, a sector, a research question, a portfolio.

2

Models debate

2-3 AI models analyse independently with our Balanced Objectivity framework. No sycophancy. No hallucination.

3

See where they agree

Synthesis shows consensus, disagreements, and blind spots. Grounded in real data. Saved for next time.

Better answers. Lower cost.

3 models debating costs less than asking one model once.

ServiceModelsCostPerspectives
ChatGPT Plus1~$0.951
Claude Pro1~$1.201
LLM Mixer3~$0.323

Costs are per analysis for a typical stock research query. Actual costs vary by depth and data streams.

What makes it different

🔀
Multiple Models Debate
One AI can be wrong. Three AIs disagreeing shows you WHERE the uncertainty is. That's more valuable than any single answer.
📊
Real Data, Not Memory
Connected to financial APIs, web search, and filings. Your analysis is grounded in facts, not what GPT remembers from 2024.
💾
Stored, Not Lost
Every analysis is saved and re-runnable. Track how your research evolves. Never start from scratch.

Simple pricing

Start free. Upgrade when you need deeper research.

Free
$0
  • 3 analyses per day
  • Quick depth (2 models)
  • 5-year backtests
  • See the difference
14-day free trial
Pro
$39/month
  • Unlimited analyses
  • All depths (up to 3 models)
  • 10-year backtests
  • Save and re-run analyses
  • Full cost breakdown per run

Get early access

Be first to try LLM Mixer when we launch. No spam. Just access.