Establish that the packages are comparable

Before running a text comparison, match product name, brand, variant, flavor, format, net quantity or count, market, language, and available identifiers. A redesigned image from another size or country is not necessarily a later version of the same package. Create a comparison key that lists matched, different, and unknown identity fields. Stop the revision workflow when a difference could be explained by variant mismatch.

Record each source independently: physical observation, manufacturer page, retailer listing, official label database, or archived capture. Save the retrieval date, source URL, image, and any source-supplied publication date. A retailer image’s upload date is rarely visible, so do not describe retrieval order as manufacturing chronology. Use observed earlier and observed later unless reliable package dates establish a stronger sequence.

Create a baseline transcript for each version

Transcribe each package into the same structured fields while preserving verbatim panel text. Include serving definition, ingredient rows, other ingredients, claims, disclaimers, company block, net contents, warnings, directions, storage wording, codes visible in the source, and certification marks. Attach every field to a panel image. Do not construct one complete baseline by mixing clearer panels from multiple dates or sellers.

Optical character recognition can accelerate a first pass but should never silently become the source of record. Curved bottles, foil glare, small symbols, and low-resolution images produce false changes. A reviewer should confirm both transcripts against the images, with a second review for numbers, units, negations, and qualifiers. Unreadable text stays unreadable until a package-matched source resolves it.

Classify differences at field level

Useful change types include added, removed, wording changed, numeric declaration changed, unit changed, serving basis changed, reordered, relocated, design-only, source now clearer, and unresolved. A text diff alone cannot reliably distinguish these categories. For example, line wrapping or punctuation may change without altering the declaration, while a missing qualifier can be substantive. Store both the machine suggestion and the reviewer’s final classification.

Present old and new excerpts side by side with their image links, not only a colored summary. Explain normalization applied for whitespace, capitalization, or unit display. Never hide the original values after calculating a difference. If the serving basis changes, block automatic comparisons of downstream ingredient amounts until a reviewer determines whether the denominators remain comparable.

Do not infer the reason or effective date

A changed panel can result from packaging design, regulatory formatting, variant mismatch, corrected copy, company details, or a change in the declared product information. The images alone may not reveal which. Describe the observed field difference and reserve causal language for a dated manufacturer or authority statement that directly covers the exact item. Link that statement as separate evidence and quote only the scope needed.

Likewise, the first date MIHEN saw an image is not necessarily the date the package entered commerce. Use capture date, source publication date, printed code, and confirmed effective date as different fields. Avoid a single updated-at value that implies more certainty than the evidence supports. Multiple package versions may coexist in distribution, so a newer online image does not automatically make every earlier package record incorrect.

Publish a reversible and auditable revision history

Assign stable version identifiers, preserve source files, and record who transcribed, reviewed, corrected, and approved each comparison. A correction log should distinguish an editorial fix from a newly observed package. Public pages can summarize meaningful field changes while offering the underlying transcripts and capture metadata. Keep no-change reviews too, because they document that a current source was checked rather than simply ignored.

The revision page explains what differed in reviewed label evidence. It does not inspect contents, confirm the reason for a change, establish when all retail stock changed, or decide that one version is better. A visible uncertainty note should accompany unmatched identifiers, cropped panels, or disputed chronology. Each summarized change should deep-link to both source excerpts and list the identity fields used to pair them. Reviewers should be able to reverse a mistaken pairing without deleting either original record, and feeds should expose the correction date. When several candidate versions exist, show the comparison graph rather than forcing a single linear timeline that the evidence cannot support. Mark every unverified edge, explain the matching rule, and keep potentially parallel market versions on separate branches until stronger identifiers establish their relationship. This evidence-first approach makes revision content durable, correctable, and useful without turning a visual comparison into unsupported product conclusions.

  • Match variant, format, size, market, language, and identifiers before comparison.
  • Store every source, retrieval date, URL, image, and stated date independently.
  • Build a separate package-matched transcript for each version.
  • Manually verify numbers, units, negations, qualifiers, and small symbols.
  • Classify changes at field level and retain both original excerpts.
  • Block downstream arithmetic when the serving basis changes.
  • Keep capture date separate from confirmed effective date.
  • Distinguish editorial corrections from newly observed package versions.

Limitations

  • Retrieval order does not necessarily establish manufacturing or retail chronology.
  • Different market or size variants can resemble revisions of one product.
  • Package images alone may not reveal why a field changed.
  • This guide compares label evidence and does not evaluate the underlying contents.

MIHEN / Sources

Sources

Sources mapped to the sections in this guide.

  1. Dietary Supplement Labeling GuideU.S. Food and Drug Administration
  2. Dietary Supplement Label DatabaseNIH Office of Dietary Supplements
  3. PROV-O: The PROV OntologyWorld Wide Web Consortium