AI-assisted visual sample review

Approved design.
Received sample.
The same product?

If a different pocket has been added to the coat, “it looks similar overall” is not enough for production approval.

For product development: a review card that keeps the visible difference, reference and team decision in the same record.

The business problem / the technology / a tool you can use

It looks like the same coat.
The pocket is different.

Illustrative drawing. Not a real sample or AI output.

Review the pocket difference before production. AI’s role is to suggest a difference the team should examine, rather than give a similarity score.

APPROVED DESIGN

Flap pocket

RECEIVED SAMPLE

Zipped pocket

Ask AI “what changed?”,
not just “are they similar?”

SartoAI’s proposed sample-review workflow

Mark any detail that is not visible as “cannot be assessed”. A photo does not replace measurements or physical quality inspection.

THE RIGHT REFERENCE

The approved image and technical specifications for the same style

AI-ASSISTED PRELIMINARY REVIEW

List visible differences in pockets, trims and other details.

TEAM REVIEW

Verify the difference and record the correction or acceptance decision.

Sample-difference
review card

Product development + sourcing. A completed illustrative example.

Add your own image links. This card records only the visible difference; it is not production or physical quality approval.

STYLE / APPROVED REFERENCE

M-218 coat / approved version 03

DETAIL BEING REVIEWED

Front pocket closure

REFERENCE / SAMPLE

Flap pocket / zipped pocket

TEAM’S NEXT STEP

Clarify the pocket difference with the supplier.

A first project with SartoAI:
differences to check.

Proposed project. Not a ready-made product or working demo.

Start by reviewing the existing product-development software. AI testing, integration and setup scope are defined during discovery.

A DIFFERENCE IS VISIBLE

List the style, detail and both references.

THE IMAGE IS INSUFFICIENT

Request another angle or a detail photo.

IT IS A PHYSICAL PROPERTY

Leave it to measurement and specialist inspection.

Run a small test
on 10 styles.

MARIA SARTO / RECOMMENDATION CARD

First output: a list identifying which detail of which style needs another check.

AI suggests differences. Your team approves production.

OUR RECOMMENDATION

Run a small test on 10 styles.

WHAT IT IS BASED ON

Google’s image-understanding guide [S1]. The sample-review workflow is a SartoAI proposal, not a field result.

YOUR FIRST STEP THIS WEEK

Select approved images and sample photos for 10 styles. Compare the AI list with differences the team already knows.

Sources and archive context

Google’s guide illustrates comparative questions using multiple images. Clear images and human assessment matter. This is not evidence of validated success on apparel samples. The coat drawings and review card are SartoAI designs; no real AI sample-review test was performed for this publication.

• Google AI for Developers / Image understanding

Maria Sarto · SartoAI Intelligence. Sources retain their original publication context; these articles do not claim measured customer results.