ChatGPT AI Guide: Audit Shirt Images for Horizontal Flipping

Ask the assistant for an orientation audit, not a rule about where men's buttons or pockets belong. The audit must use a confirmed original and consistent wearer-side labels. Its value is in separating two problems: the whole image may have been mirrored, or one feature may have moved independently. Those findings require different correction requests and should not be collapsed into one vague realism judgement.

Prepare the input worksheet

Copy the relevant observations into a small labelled record before prompting. Keep source facts separate from your preferences and requested changes. Replace missing values with unknown rather than inviting the assistant to complete them from general knowledge.

• Orientation-confirmed front photograph
• Wearer-left and wearer-right labels
• Proposed image

Fictional input: the confirmed original has a visible pocket on the wearer's left and readable text. In the proposed view, the pocket and text are both reversed. The actual side is established by the original file, not by category assumptions.

Copyable master prompt

Create a text brief and review worksheet; do not perform an image edit. Use this requested task as context: Compare the proposed shirt image with the confirmed original photograph. Use wearer-left and wearer-right consistently. Check pocket position, asymmetric motif direction, fastening overlap and any visible lettering. Do not assume a standard button side from the garment category. Identify possible horizontal flipping and distinguish confirmed differences from details hidden by the pose. Do not redesign the garment while correcting composition. Return feature, original orientation, proposed orientation and confidence. Distinguish a global flip from a local moved feature and specify the evidence needed if uncertain. Use only the worksheet supplied below. Keep unknowns visible and do not add product specifications, prices, measurements or policies that are absent from it.

Filled fictional worked example

The following response is an illustrative teaching example. It is not a model test, a TryBuy product measurement or a claim that the assistant verified the physical garment.

Two consistent reversed features support the fictional finding more clearly than a pocket alone. If the lettering is hidden or the original orientation is uncertain, the assistant must preserve that uncertainty. It should not substitute a cultural convention about button placement for the actual garment reference.

Follow-up revision prompts

Use one focused correction at a time. Paste the relevant row or sentence from the response, then identify what must change and what should remain intact.

Remove every statement based on a standard men's button side. Rebuild the audit using only the confirmed source and wearer-left/wearer-right labels.

Write separate correction requests for a global flip and a locally moved pocket. State which request the available evidence actually supports.

Review the output before using it

• No assumed standard pocket side
• Flip distinguished from a local moved feature
• Underlying image approved before overlays

Approve the underlying image orientation before adding labels or overlays. Otherwise readable text can distract from a garment that remains reversed.

Limits and the next real-world step

If the original itself may have been mirrored, obtain a confirmed real view. An audit cannot establish orientation by comparing two sources whose histories are equally uncertain.

The assistant can organise the information you provide; its response is not independent evidence of current stock, exact fit, material performance or store terms. Check the actual listing or physical garment for those decisions. For an image task, written observations can supply the worksheet; this guide does not require or promise an automatic image-editing feature.

Save the final checked worksheet with its source notes, not only the last chat reply. When a fact changes, update that field and ask for the affected part to be revised. Keep the earlier record labelled so that an outdated observation does not quietly return as current evidence.

Use the practical method in Mirrored Shirt Images: Check the Real Pocket and Button Layout to collect the real observations first. For related background, consult the relevant TryBuy shirt guide, then return to this worksheet for the specific AI-assisted deliverable.