OpenAI.
OpenAI provides frontier language and multimodal models through an API, alongside embeddings, speech and image generation. For most products it is the default first provider, reached through a single HTTP interface rather than any infrastructure.
Where OpenAI fits on a long engagement.
The reason to start here is that the capability is available immediately and the integration is a few hours of work. For establishing whether a product idea is feasible at all, that removes every infrastructure question and leaves only the question that matters.
The costs that follow are operational rather than technical. Per-token pricing means usage growth is cost growth in a way self-hosted inference is not, rate limits shape architecture, and model deprecations force migrations on the provider's schedule rather than yours. A prompt tuned against one model version does not necessarily behave the same on the next.
What an assigned team does with OpenAI.
The practical defence is an abstraction at the boundary. Calling a provider directly from throughout the application makes changing model or provider a large refactor; routing through one internal interface makes it a configuration change and makes comparison possible.
That is an architectural decision worth making before the first feature ships rather than after, which is the kind of judgement scoped under ai engineering services.
What we use OpenAI for.
- Establishing feasibility quickly A working prototype in days, so the product question is answered before infrastructure is chosen.
- A provider boundary from the start One internal interface, so switching model or vendor is configuration rather than a refactor.
- Cost modelled against real usage Token spend projected at expected volume, because per-token pricing scales with success.
How OpenAI capacity is assigned.
AI capacity is agreed as a committed monthly capacity across the discipline, with provider abstraction treated as a design requirement rather than a later refactor.
Tell us what your roadmap needs OpenAI for.
A service delivery manager replies with the disciplines we would assign, the monthly capacity and what the first month looks like.
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