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Purpose-built language models and stacks when off-the-shelf APIs are not enough. From tokenizer choices to continual learning hooks, we design systems that match your domain, latency budget, and governance model.
Comprehensive solutions tailored to your business requirements
Design model architecture, tokenizer, and training strategy tailored to your domain vocabulary, context needs, and latency constraints.
Build ingestion, deduplication, quality filtering, and annotation pipelines to prepare high-quality training corpora from your proprietary data.
RLHF, DPO, and constitutional AI approaches with reviewer workflows to align model behavior with your policies and brand guidelines.
Distillation, quantization, and hardware-aware graph optimization for production serving at your target latency and cost.
Models built specifically for your domain outperform generic alternatives
Full intellectual property ownership of the trained model
Custom tokenizers that handle domain-specific vocabulary efficiently
Aligned behavior matching your exact brand and safety policies
Optimized inference costs through distillation and quantization
Continual learning hooks to keep the model current as your data evolves
Custom LLMs make sense when you have large proprietary corpora, domain-specific vocabulary that standard tokenizers handle poorly, or strict IP/data sovereignty requirements. For most use cases, fine-tuning an open-weight base model is more cost-effective. We help you evaluate both paths with a feasibility assessment.
It depends on the approach. Continued pre-training on a base model can show gains with hundreds of millions of domain tokens. Full pre-training from scratch requires billions. We audit your data assets and recommend the most efficient path.
A fine-tuned adapter model can be production-ready in 4-8 weeks. A fully custom model with pre-training typically takes 3-6 months depending on data readiness and compute availability. We provide milestone-based timelines with clear evaluation gates.
We combine deep technical expertise with a product-first mindset to deliver solutions that work in the real world.
Seasoned engineers across blockchain, AI & web
200+ projects delivered globally
From discovery to production & beyond
