Azure AI Vision work involves image inputs, analysis results, OCR or visual outputs, resource settings, evaluation examples, and the real-world decisions made from them. In a signed-in Azure tab, Strawberry can organise the views you open, compare outputs against expected evidence, and prepare an evaluation brief.
That gives technical and operations teams a disciplined way to review results before a model output influences a workflow.
01
Keep image evidence beside the model result.
A detected label or extracted text string is not meaningful without seeing the input that produced it. Evaluators need a way to separate a true success from a result that merely sounds plausible.
Strawberry can prepare a case-by-case review from the images and results visible in the browser, keeping observed evidence alongside the output.
02
Make OCR checks specific enough to fix.
Text extraction problems range from a single character to a lost field that changes the meaning of a document. “OCR looks wrong” is not a useful issue for the team that must validate or redesign the workflow.
Strawberry can compare the visible source and output and write a structured error note that identifies the mismatch and operational significance.
03
Turn sample review into a genuine evaluation record.
Model quality discussions become clearer when each example records what was expected, what happened, and which uncertainty remains. This is especially important when a result may later trigger a manual or automated decision.
Strawberry can assemble the context you open into an evaluation record for technical owners and non-technical stakeholders.
04
Create a reliable quality-review cadence.
A repeatable review helps teams notice where output quality changes across document types, image conditions, or use cases. It is a safer foundation than reacting only to the most visible failure.
Save an Azure AI Vision evaluation prompt as a skill once it reflects your acceptance criteria. A routine can prepare the private review; resource updates and production changes should remain approved actions.
Azure AI Vision Strawberry