Built to work.

A model is not a system. We build the system around it.

A capable model on its own produces plausible output and no accountability. The work is everything around it: how context is retrieved, how output is constrained, where a person reviews, what is logged, and how you notice the day it starts getting worse.

Retrieval

Your own sources, indexed, ranked and cited

Evaluation

A held-out set, scored automatically on every change

Guardrails

Constrained output, refusal paths, escalation to a person

Observability

Every call traced: latency, cost and outcome

What we decline. We do not put an unreviewed model in front of a customer where an error is expensive.

Start with the task. Measure what the model needs to do.

Small language models, fine-tuning and custom training for your use case. We work with your data and constraints, compare approaches against a useful benchmark, and build the serving and monitoring needed for production.

Data

Preparation, versioning and a held-out evaluation set

Training

Fine-tuning and model adaptation for the task

Evaluation

Accuracy, latency and cost measured against your baseline

Deployment

Serving, integration, monitoring and a documented handover

What we decline. The data and evaluation determine what we can promise.

Remove the handling, keep the judgement.

Most operational time is spent moving information between systems that will not talk to each other, and checking that the move worked. We automate the deterministic hand-offs and route the genuine exceptions to a person with the context already assembled.

Process map

Every hand-off, owner and failure mode, written down

Integrations

Typed, retried connections that never post twice

Exception queue

What could not be handled, why, and who owns it

Reporting

Scheduled, versioned and reconciled against source

What we decline. We do not automate a broken process. If the workflow is wrong, we fix it first and say so.

Built around the job, not the database.

Customer products, research tools, internal platforms and the infrastructure behind them. We design the experience, build the application and data layers, and take the system through deployment and handover.

Data model

One record that matches how the business speaks

Access

Roles, least privilege and a review that happens

Audit

Who changed what, when and from where

Interfaces

Keyboard-complete, accessible, built for volume

What we decline. We do not ship a screen we have not watched somebody use.

Ownership

You own the code, the data, the models and the infrastructure accounts throughout. No lock-in clause and no proprietary runtime.

Estimates

Fixed scope and fixed price after the specification. If we are wrong about the effort, that is our cost, not yours.

Access

Least privilege. We hold the narrowest credentials that let the work proceed, and they are revoked at handover.

Confidentiality

Your operation is never a case study unless you ask for it in writing.