RAM compression shrinks frontier models by 50–60%, making private AI in your cloud or on your hardware genuinely feasible. Run a 31B model on a single GPU instance in AWS, Azure, or GCP, or on a Mac Studio with zero cloud dependency. Your data never leaves your infrastructure.
Shrink frontier models by 50–60% with zero quality loss. A 31B model compressed to 31GB matches the full-precision benchmark scores. Runs on a single GPU instance or a Mac Studio.
Audit every compressed model before it goes live. Watchman tells you which capabilities are preserved, at risk, or degraded, with compliance-ready reports and LLM security scanning built in.
Bring your domain expertise into a model that's built to deploy. Our SAT and SAKD techniques create domain-adapted models that capture your proprietary knowledge and are compression-ready from day one.
Before deploying a quantized model, know exactly what you're getting. Watchman audits every compressed model and tells you which capabilities are preserved, which are at risk, and which are degraded, in minutes, not weeks.
Know which capabilities survive compression before you build, not after you ship
Verifiable, auditable reports that prove capability preservation to regulators and compliance teams
Trace any capability regression to its exact tensors in minutes, not weeks of ablation experiments
Replace hundreds of GPU hours of benchmarking with a 5-minute capability prediction
RAM-compressed models run on 50–60% less hardware than full-precision equivalents, with no measurable loss in capability. That means smaller GPU instances, lower cloud bills, and hardware you can actually budget for. And with Watchman, you can prove nothing was lost.
Halve your GPU memory requirements. One instance instead of two. One Mac instead of a cluster.
Run your own model for under $9k/year versus $50–100k+ in API fees, with complete data privacy.
RAM-compressed Gemma 4 31B matches the published BF16 benchmark score. Watchman certifies it before deployment.
Every model scanned for prompt injection, data leakage, hallucination, malware generation, and XSS before it ships.
Original research in quantization, training, and distillation, engineered to run on infrastructure you control.
Let’s put frontier intelligence on your hardware.
Talk to Our Team