Skip to content
Generative AI

LLM Fine-Tuning & Custom Models

We build fine-tuning pipelines for Llama, Mistral and other open models: dataset curation, synthetic data, LoRA or full fine-tuning, evaluation against the base model, and deployment on your infrastructure or a managed endpoint.

What we deliver

Deliverables you can hold us to

  • Curated and labelled training set with quality checks
  • Fine-tuning pipeline with experiment tracking
  • Side-by-side evaluation versus base and API models
  • Optimised serving (quantisation, batching) and rollout plan
Where it fits

Typical situations

  • 01Reducing hallucination in a narrow, high-volume task
  • 02Cutting per-token cost by replacing a frontier model
  • 03On-premise deployment for data-residency requirements

Part of Generative AI & LLM Engineering

RAG, fine-tuning, evals and LLM apps built for production.

Explore the full offering
How we work

How a typical engagement runs

Scoped up front, shipped weekly, measured against the metric we agreed.

011–2 weeks

Discover

A 60-minute call and a deep-dive sprint that end in a scored opportunity map and a baseline.

021 week

Design

Architecture and stack chosen with a decision matrix and a model bake-off on your data.

034–8 weeks

Build

Weekly releases into your environment with evals, guardrails and traces from sprint one.

042–6 weeks

Scale

Hardening, staged rollout, cost controls and handover so your team runs it.

FAQ

Get the clarity you deserve

Straight answers to the questions we hear most. Ask us anything else on a call.

OpenAI GPT, Anthropic Claude, Google Gemini, Meta Llama, Mistral, DeepSeek and other open-weight models. We pick per task based on measured quality, cost and latency on your data, and we build so you can switch later.

Let's build intelligent systems that drive growth

Tachyon is the engineering partner for teams that need AI in production, not in a deck. Start with a free 60-minute discovery call.

Contact

Talk to experts about your product idea

Every great partnership begins with a conversation. Whether you are exploring possibilities or ready to scale, tell us what you are actually trying to build.

Prefer to talk?

Pick a 60-minute slot. No pitch, just an engineer with honest answers.

Book a call

NDA available on request. We reply within one business day.