Efficiency Meets Intelligence

Specialized Small Language Models

You don't always need a giant model. We deploy specialized Small Language Models (SLMs) that pack incredible intelligence into a tiny footprint — enabling you to run powerful AI on laptops, mobile devices, and private servers.

What We Deliver

Model Selection

  • ●Evaluation of Phi-3, Qwen 2, Mistral, and Gemma models
  • ●Benchmarking against your specific use case requirements
  • ●Selection of best size-to-performance ratio (1B - 14B params)
  • ●Licensing review (Apache 2.0 vs. Custom Commercial)

Optimization & Quantization

  • ●Conversion to GGUF, AWQ, or GPTQ formats
  • ●Precision reduction (Int4/Int8) with minimal accuracy loss
  • ●Calibration on your calibration datasets
  • ●Memory footprint optimization for edge devices

Edge Deployment

  • ●Deployment on local laptops and workstations
  • ●Mobile device integration (iOS/Android)
  • ●IoT and embedded system inference
  • ●Browser-based inference capabilities (WebGPU)

Specialized Capabilities

  • ●Function calling support for SLMs
  • ●Structured output generation (JSON)
  • ●Long-context handling within memory constraints
  • ●RAG integration for small models

Benefits

Run AI on consumer hardware without expensive GPUs

Zero data latency by processing locally

Complete privacy - no data ever leaves the device

Cost-effective scaling for thousands of users

Ideal For

Offline-first applications

Privacy-critical personal assistants

Embedded systems and robotics

Cost-sensitive startup MVPs

Ready to transform your business?

Book a consultation with our experts and discover how AI can drive real value for your enterprise.