Enterprise Model Engineering

Precision-Aligned AI for
High-Compliance Industries.

We provide domain-steered, refusal-free open weight models as a service. Customized for your business logic. Deployed on your infrastructure.

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Deploy On-Premise
95% Refusal Reduction
Run on Consumer GPUs

The Challenge

Enterprise AI faces two critical barriers that prevent expert workflows from reaching their full potential.

False Refusals

Commodity models are aligned for the general public, not experts. They refuse legitimate tasks in Cyber, Legal, and Creative fields, halting your workflows with unnecessary safety gates.

The Cloud Risk

Public APIs are a "Black Box." They lack granular sampler control and expose sensitive PII/PHI to third-parties.

Precision Activation Engineering

Our three-step methodology surgically removes refusal pathways while preserving general capabilities.

1

Compliance ID

We map the model's activation space to identify exact refusal clusters with mathematical precision.

2

Manifold Steering

Using SOM-guided vectors, we surgically steer the model's weights without time or cost requirement of a full finetune.

3

Live-Eval Loop

Bayesian optimization ensures 95% reduction in refusals while maintaining knowledge and general capabilities.

Use Cases

Our custom models empower your expert teams to execute tasks that general-purpose models may refuse.

Cybersecurity

Generate authorized phishing simulations and Red Team payloads for comprehensive security testing.

Phishing Sims Red Team Penetration Testing

Creative IP

Write complex narratives involving conflict and antagonists without moralizing refusals. Perfect for screenwriters, novelists, and game developers.

Screenwriting Game Narrative Creative Writing

Medical/Legal

Analyze sensitive discovery documents and medical records without triggering safety flags. Maintain confidentiality while processing complex data.

Discovery Docs Medical Records Compliance

Your Weights, Your Infrastructure

We deliver optimized weight files compatible with your existing technology stack. No lock-in, no dependencies.

Universal Formats

We deliver models in industry-standard formats including .safetensors, GGUF, and EXL3 for maximum compatibility with all major inference backends.

Hardware Efficient

Our optimized quants allow intelligent models to run locally on standard workstations (RTX 3090/4090) or local servers without requiring H100 clusters.

Zero Dependencies

Once delivered, your model runs 100% offline. No API keys, no internet connection required, and zero external data leakage.

Ready to align your models?

Let's discuss how precision-aligned AI can transform your enterprise workflows.

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