AI That FitsYour Business.
We build custom, small specialized AI models for enterprises and the public sector. Powerful enough to transform your operations, efficient enough to run on your own infrastructure.
10x
Smaller models, same accuracy
90%
Lower inference cost
<2B
Parameters for most tasks
On-prem
Your data never leaves
What We Do
The right model for the job, not the biggest one.
Most AI tasks don't need 100 billion parameters. We research, build, and deploy specialized models that outperform generalist giants on your specific workloads — at a fraction of the cost and compute.
Efficient by Design
Models engineered for minimal computational overhead. Run inference on a single GPU instead of a cluster.
Domain-Specific Tuning
Each model is fine-tuned on your data and your domain. Not a generic chatbot — a specialist that understands your world.
Private & Compliant
Deploy on-premise or in your VPC. Your data never leaves your environment. Built for regulated industries.
Solutions
Custom AI for every sector.
Custom Enterprise Models
Purpose-built small language models fine-tuned on your domain data. Runs on your infrastructure, stays under your control.
Public Sector AI
Compliant, efficient models for government agencies. Document processing, citizen services, and policy analysis at a fraction of the cost.
Model Distillation Platform
Take any large model and compress it into a specialized, deployable system. Up to 10x smaller with minimal accuracy loss.
Edge Deployment
Models optimized to run on edge devices, mobile, and constrained hardware. Real-time inference without the cloud.
Use Cases
Already working across industries.
Healthcare
Clinical note summarization and diagnostic support models running locally on hospital systems.
Finance
Fraud detection and risk assessment models deployed on-premise with full regulatory compliance.
Education
Personalized tutoring assistants that run on school devices without internet dependency.
Defense & Intelligence
Secure, air-gapped language models for document analysis and intelligence synthesis.
Our Thesis
The future of AI isn't one massive model for everything. It's thousands of small, specialized models that actually work.
AutoRecurse combines deep research in model efficiency with real-world deployment. We don't just publish papers — we ship models that run in production, on real hardware, solving real problems.
Research
Built on serious science.
Every product we ship is grounded in our ongoing research into model compression, efficient training, and novel architectures.
Optimization Algorithms
Advanced techniques for convergence speed and parameter efficiency.
Model Distillation
Transferring knowledge from large models into smaller, deployable systems.
Quantization & Pruning
Reducing model size and compute while maintaining performance.
Adaptive Training
Self-tuning training systems that refine themselves during optimization.
Efficient Architectures
Novel neural network designs achieving capability with minimal compute.
Sustainable AI
Measuring and minimizing environmental impact of model training.
Let's build your model.
Whether you're an enterprise looking to deploy AI on-premise, or a government agency modernizing services — we'll build the right model for you.
We're also hiring researchers, ML engineers, and builders. Join the team →