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Builderlog · ·Playbooks ·Builderlog Field Manual 177 ·Sep 7, 2026 ·6 min read

Check AI Product Translation Against the Source Before Publishing

#ai#human-review#product#translation#checklist
Check AI Product Translation Against the Source Before Publishing

Your AI-translated product description is ready to read, but are its dimensions and included items still faithful to the source? Start with a free human review: place the original beside the translation and compare each purchase-relevant fact. Treat readable prose as a draft until the numbers, units, contents, and exclusions have matching evidence.

Compare: Match each specification and purchase condition to its original wording.
Flag: Mark omissions, changed meanings, and unsupported additions.
Decide: Resolve material differences before approving the description.

This playbook supplies the review checklist. It does not report a completed translation test or a measured improvement.

The receipt begins with an honest boundary

Prepared: 2026-09-07.
Tested date: Not available; no completed translation test was supplied.
Conditions: No original listing, translated listing, product specification sheet, or customer response was available for inspection.

That boundary matters. There is no evidence here that a particular translation got a measurement wrong, omitted an accessory, or misled a buyer. Those are review targets, not observed failures.

The concrete deliverable is a reusable comparison sheet. A completed sheet becomes a receipt when it contains exact source excerpts, corresponding translated excerpts, and documented decisions. An empty checklist is a method, not proof that a product description passed.

There is also insufficient relevant evidence to judge recent changes or actual audience reactions. This article makes no trend claim about AI product translation.

Put the purchase facts beside each other

Begin with the original description and its translation. Keep their headings, specification tables, package contents, and footnotes visible. Record which product variant and source version you are reviewing.

Use the same variant throughout. If the original describes a compact version and the translation describes a larger version, stop and resolve that mismatch before editing sentences.

Build comparison rows around facts rather than paragraph boundaries. A translated paragraph may combine details that appeared in separate places in the original. The review should still account for each detail.

For every row, copy the exact source wording and the corresponding translated wording. Leave the translation cell blank if nothing matches. Do not silently supply missing information from memory.

Include facts from captions or package-content notes when they affect the offer. If relevant wording is embedded in an image, transcribe it into the sheet and note its location.

Comparison artifact caption: Original and translated product facts aligned by dimension, unit, included item, and purchase condition, with unresolved differences marked beside their source.

A translation review needs a trail from each purchase claim back to its source.

Numbers need their labels attached

Compare numerical strings character by character, then check what each number describes.

A matching value is not enough if “package width” has become “product width.” Likewise, dimensions need their axis labels. Preserve the relationship between length, width, height, diameter, and depth instead of assuming their order.

Check decimal separators, range markers, multiplication symbols, and qualifiers such as “approximately” or “up to.” Treat each as part of the specification.

Keep units attached to their values during review. If the translation introduces a unit conversion, flag it for separate calculation and rounding checks. Do not approve it merely because the converted value looks plausible.

Where a conversion cannot be verified, retain the original measurement and unit pending clarification. Avoid making the translated listing more precise than its source.

The practical question is: Would a reader choose the same size or assess the same fit from either version? If the answer depends on a guess, the row remains unresolved.

Package contents are part of the promise

Next, compare what arrives with the purchase.

Separate the main product, included accessories, optional accessories, and items shown only for illustration. Match each component and its quantity to an explicit statement in the original.

Watch the scope of exclusion wording. “Accessories sold separately” and “mounting accessory sold separately” describe different boundaries. The translation should preserve which item the exclusion applies to.

Do the same for dependency language. If the original says an accessory is required for use, retaining “sold separately” while dropping “required” leaves the buyer with less information.

An absence in the source is not permission to infer inclusion. If a photograph shows a stand but the written contents do not establish whether it ships, record a source question.

Illustrative example, not an observed result: A fictional storage case description says, “Removable divider sold separately.” Its fictional translation says, “Includes a removable divider.” The appropriate flag is changed meaning. Restore the separate-purchase condition, then check that no other sentence still promises inclusion.

Give each difference a useful name

Use these labels consistently:

  • Omission: A source fact or condition has no translated equivalent.
  • Changed meaning: The translation changes a value, relationship, item, or condition.
  • Overstatement: The translation strengthens a claim beyond what the source supports.
  • Source unclear: The original does not provide enough information to approve the wording.

A row may need multiple labels. A missing qualifier can be both an omission and an overstatement.

For an illustrative wording contrast, “helps resist splashes” should not become “waterproof.” The review does not establish which performance claim is physically correct. It establishes that the translated claim exceeds the supplied wording.

Keep stylistic preferences separate from factual defects. An awkward sentence may preserve the offer accurately. A polished sentence may change it. Resolve the purchase facts before refining the voice.

The strongest-sounding description is not necessarily the most faithful translation.

Copy this review sheet

Review record

  • Source description and version:
  • Translation and version:
  • Product variant:
  • Review date:
  • Reviewer:
  • Unresolved source questions:
  • Decision: hold / revise / approve
Review areaExact source excerptExact translation excerptFlagRequired correction or evidenceStatus
Dimensions and axis labels
Values, ranges, and units
Product versus package measurements
Included items and quantities
Optional or separately sold items
Required accessories or dependencies
Compatibility and limitations
Performance claims and qualifiers

Release checklist

  • The source and translation describe the same variant.
  • Every measurement retains its value, unit, label, and qualifier.
  • Introduced conversions have been independently checked.
  • Included items and quantities match explicit source wording.
  • Separate-purchase and dependency conditions remain visible.
  • No translated claim exceeds the source.
  • Source ambiguities remain flagged until supporting evidence resolves them.
  • Corrected passages have been compared with the source again.

Close the differences before closing the review

After editing, revisit the flagged rows. Record the corrected wording and the evidence used to resolve each difference. Search the rest of the description for repeated versions of the same claim.

This method has limits. It cannot establish that the original specifications are accurate, confirm physical package contents, or resolve an ambiguous technical term without additional evidence. Source fidelity and product verification remain separate tasks.

No observed failure rate or customer outcome is available here. The final decision is therefore procedural: hold publication when an unresolved difference could change what the buyer expects to receive or use.

For your first review, copy the sheet and complete it against an original description and its translation.

TL;DR

Approve an AI product translation only after its measurements, contents, exclusions, and claims have traceable source matches.

Next episode examines how to handle a product description whose original wording is too ambiguous to approve.