Custom LLM products
Build branded copilots, knowledge companions, and workflow bots on top of GPT-4o, Llama 3, Claude,
or fine-tuned Hugging Face transformers—with retrieval, grounding, and guardrails baked in.
- Domain-tuned model selection & benchmarking
- RAG pipelines with vector search & safety filters
- Evaluation suites for hallucination & bias
LLMOps automation
Treat your LLM stack like production software: automated prompt testing, versioned artefacts,
rollout governance, and continuous monitoring of cost, latency, and quality.
- Prompt & template registries with GitOps
- Canary deploys, safety triggers, and drift alerts
- CI/CD pipelines for multi-model fleets
Hugging Face acceleration
Launch Transformers-based solutions faster with curated model hubs, quantization strategies,
and accelerated inference on GPUs or custom silicon (GGUF, ONNX, TensorRT).
- Model distillation & LoRA fine-tuning workflows
- Security-hardening & responsible AI reviews
- Deployment to SageMaker, Vertex AI, or on-prem