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Adaptive Neural Router

The most advanced model orchestration system in legal AI. Our Model Fusion Technology doesn't just pick one model. It fuses the best capabilities from every frontier model into a single blended output.

Model Fusion Technology

Achieving 99% accuracy that no individual model can match through intelligent fusion of multiple frontier models.

  • Multi-model fusion — Extracts optimal outputs from Gemini 3 Pro, GPT 5.2, Opus 4.6, Kimi K2, Qwen3-235B, and Mage-1
  • Pinpoint precision — Multiple AI models have already highlighted reviewables before you do your first pass
  • Confidence-gated routing — Multi-head verification ensures outputs meet legal-grade thresholds
  • Adaptive weighting — Task-specific model weights learned from your firm's precedent patterns
Gemini 3 Pro
GPT 5.2
Opus 4.6
Kimi K2
Qwen3-235B
Mage-1
AccuracyContextLegal
Gemini 3 Pro0.76
GPT 5.20.76
Opus 4.60.80
Kimi K20.75
Qwen3-235B0.76
Mage-10.81
Fusion99%
max(M₁...Mₙ)Fusion (0.99)
DocumentLiabilityCoC
Acme_MSA_2024.pdf$5MConsent
IP_Assignment_v3.pdf⚠️ UnlimitedProhibited
Office_Lease_NYC.pdfContract30 days
Fusionp = 0.99
Initializing models...

How It Works

1

Parallel Evaluation

Each document is analyzed simultaneously by multiple frontier models, each with distinct strengths.

2

Intelligent Fusion

Our proprietary algorithm extracts the best capabilities from each model for the specific task at hand.

3

Verified Output

Multi-head verification ensures outputs meet legal-grade confidence thresholds before delivery.

Frequently Asked Questions

Common questions about Mage Technology

The Adaptive Neural Router is Mage's proprietary multi-model orchestration system. Rather than relying on a single AI model, it simultaneously evaluates documents across multiple frontier models (including GPT, Claude, Gemini, and others) and fuses their best outputs to achieve higher accuracy than any individual model.

Model Fusion extracts the optimal capabilities from each AI model for the specific task at hand. Different models excel at different aspects: some are better at context understanding, others at legal precision, others at factual accuracy. By taking the best of each and applying multi-head verification, we achieve accuracy levels no single model can match.

Mage uses a carefully selected ensemble of frontier models including GPT-5, Claude, Gemini, and our proprietary Mage-1 model fine-tuned for legal documents. Our router dynamically selects and blends outputs based on task requirements and confidence thresholds.

Every output passes through multi-head verification before delivery. This includes cross-validation between models, confidence scoring against legal-grade thresholds, and citation to source text. Attorneys can verify any extraction by clicking through to the original document.

Yes. Most legal AI tools use a single model. Mage's Model Fusion Technology combines multiple models to achieve higher accuracy on key clause extraction than any single model can deliver. We publish our accuracy methodology and validation process for transparency.

Mage uses API calls to frontier AI providers for document analysis. All providers are bound by strict data processing agreements that prohibit training on your data. Combined with our zero retention policy, your documents remain confidential and are never used for model improvement.

Experience the Difference

See how our Adaptive Neural Router delivers unmatched accuracy for your M&A diligence.

Request Demo