Model Selection & Fine-Tuning
We benchmark open and frontier models, then fine-tune or align them to your domain, tone, and accuracy targets.

We design, fine-tune, and deploy LLM applications that reason over your data and ship value — not demos.
Production-grade generative ai, engineered and shipped by one accountable team.
We benchmark open and frontier models, then fine-tune or align them to your domain, tone, and accuracy targets.
Structured prompting, few-shot patterns, and dynamic context assembly that squeeze maximum quality from every token.
Content filtering, jailbreak defense, PII redaction, and policy enforcement to keep outputs safe and on-brand.
Automated eval suites with golden datasets and LLM-as-judge scoring so quality never regresses in production.
Reliable JSON, function calls, and schema-constrained outputs that plug directly into your existing systems.
Token streaming, caching, and speculative decoding that keep responses fast and infra bills low.
A transparent, low-risk path — validated on your data before you commit.
We map your use case, data, and constraints, then prove feasibility with a scoped proof of concept.
We choose the right base model, curate training and eval data, and define measurable success criteria.
We engineer prompts, fine-tune where it pays off, and wrap everything in robust guardrails and evals.
We ship to production with monitoring, then continuously tune cost, latency, and quality against live traffic.
We start with prompting and retrieval because they are cheaper and faster to iterate. We fine-tune only when data shows it meaningfully improves accuracy, cost, or latency.
Yes. We support self-hosted open models and private cloud deployments so your data never leaves your boundary, with full audit logging.
We ground models with retrieval, constrain outputs to schemas, and run continuous evals with human-in-the-loop checks on high-risk paths.
We are model-agnostic and benchmark frontier and open-weight models per use case, then choose the best balance of quality, cost, and control.
Tell us your challenge. We'll come back with a concrete, no-obligation plan and a live demo of what's possible for your team.
120+ teams shipped across 6 industries
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