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OpenAI for a defined product workflow.
Assess hosted model integration for text, structured output and multimodal application workflows.
Our approach
How we evaluate this platform
Assess hosted model integration for text, structured output and multimodal application workflows. Evaluate output quality using representative inputs, then confirm data handling, operating cost and support responsibilities. The engagement can include integration, testing and deployment guidance where agreed.
At a glance
What OpenAI offers
Strong general-purpose models for drafting, reasoning, extraction and multimodal tasks, available through a well-documented API.
When to choose it
Where it fits best
Use when quality and speed to market matter most and data policy allows a hosted provider.
Use cases
What we build with OpenAI
Knowledge search
Answer questions from your documents with citations.
AI agents
Complete bounded tasks with approved tools and review.
Document processing
Extract and validate data from files.
Chat assistants
Support customers and staff with grounded answers.
Content generation
Draft and summarise within guardrails.
Classification
Route and tag requests and records.
FAQ
Questions about OpenAI
Do you always recommend OpenAI?
No. We compare platforms against your workflow, data handling and cost requirements before recommending one.
Can we switch providers later?
We design an abstraction layer where practical so models can be changed with limited rework.
How do you test model quality?
With an evaluation set built from your real examples, scored before and after changes.
How is our data handled?
We review provider terms, retention settings and hosting options and configure them to match your policy.
Comparison criteria
What we compare before recommending a provider
Capability
Output quality on representative inputs from your workflow.
Cost
Operating cost at your expected usage.
Deployment
Hosting options and fit with your environment.
Data handling
Retention, privacy and provider terms reviewed.
Related
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Our work
Projects using OpenAI

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Choosing an AI platform?
We assess platforms against your workflow, data handling and cost requirements before recommending one.
