When the problem is specific to your domain, evaluating products is a detour. The work is understanding the domain and building against it.
We start with a narrow, measurable slice, prove it in production, and expand only where the evidence supports it.
A short, honest assessment before commitment.
Labelling, quality, and access resolved first.
Fine-tuning, retrieval, or classical methods, chosen on merit.
Latency, cost, and failure behaviour designed deliberately.
The decision to improve and how success is measured.
Data availability and technical feasibility.
A working slice evaluated against the baseline.
Monitoring, guardrails, and integration.
Scope grows only where value is proven.
Investment follows measured results.
Models, data, and pipelines remain yours.
Feasibility stated before budget is committed.
