AI & Automation
Defined API and model integrations, retrieval-based assistants where appropriate, workflow automation, and AI proof-of-concept work with evaluation. We assess whether prompting, retrieval, conventional software, a third-party API, or fine-tuning fits — and we do not promise accuracy without an evaluation set and acceptance criteria.
- 4 agreed outputs
- By a human, after the scope is written
- Listed separately, never bundled
What you can expect back
- Defined integration or automation scope
- Evaluation set and acceptance criteria where applicable
- Proof-of-concept with measured results
- Deployment assistance where contracted
Not automatically included
- Accuracy guarantees without evaluation
- Compute, API usage, storage, and dataset licensing costs
- Training on your confidential data without agreement
Third-party costs (domains, hosting, licences, API usage) are separate unless a written quote includes them.
Questions we hear
Will you fine-tune a model for us?
Only when evidence supports it. We check prompting, retrieval, and conventional software first.
Do you need our data?
Never send secrets or live personal data in the enquiry form. We discuss data rights during scoping.