PREECURSOR
Industries

AI for technology & software

Ship AI features that survive real users — copilots, agents, and eval-backed quality from prototype to scale.

Overview

Where AI earns its place in Technology & Software

Software companies do not need to be told AI matters; they need it shipped well. We embed with product and engineering teams to take AI features from demo to durable — copilots and agents that hold up under load, behind eval harnesses and cost controls that keep them shippable.

What we do
01
Product copilots & agents
In-product AI that does real work for users, scoped and built so it ships behind your roadmap, not around it.
02
Eval & quality engineering
Offline and online evals, regression suites, and guardrails that let you change models and prompts without breaking trust.
03
Inference cost & scale
Routing, caching, and model selection that hold latency and unit cost in line as usage grows.

Put AI to work in technology & software

Bring us the metric you need to move. We will tell you what we would build, how long it takes, and what it is worth.

See our work