AI product descriptions

AI product descriptions grounded in your real product data

Doc2Shelf writes titles, descriptions, and bullet points from the facts in your supplier PDFs — so the copy is grounded in the extracted product data you review, not invented from a prompt — and lets you rewrite or translate it in a click.

Free plan included — no credit card required.

Generic AI copywriters invent specifications and hallucinate features because they start from a prompt, not from your product. That is a liability in ecommerce, where a wrong dimension or material claim leads to returns and complaints.

Doc2Shelf writes product copy from structured fields extracted from your supplier documents. Titles, descriptions, and bullet points are grounded in the product data you review before use. Extracted fields may include source evidence, but generated listing sections do not map every claim to a source location.

How it works

  1. 1

    Upload the PDF

    Add the supplier document with the product facts.

  2. 2

    Extract + write

    AI extracts the data and drafts titles, descriptions, and bullets.

  3. 3

    Refine the copy

    Rewrite sections, adjust tone, and edit directly.

  4. 4

    Use anywhere

    Send it to your store as a draft or export the copy.

Copy written from the spec sheet

Because generation is anchored to extracted product data, the descriptions are written from the measurements, materials, capacities, and features in the product data you review. The aim is persuasive merchandising copy that does not drift from the facts — and the review step is where you confirm it.

Review the extracted product fields and any available source evidence before approving the listing. Generated listing sections remain editable drafts and do not link each claim to a source location.

Rewrite, restructure, and match your voice

Need a punchier title or a different tone? Rewrite individual sections with AI, adjust the bullet order, or edit the text directly. The listing structure — title, descriptions, bullets, specifications — stays intact while you refine the wording.

This makes it practical to produce consistent copy across hundreds of products and still tailor the hero listings that matter most.

One description, many languages

Sell internationally by translating listings into more than 100 languages while preserving structure and formatting. The same reviewed description becomes localized draft copy for each market you enter, without re-writing from scratch.

What goes into a generated listing

Each generated listing has the same six sections, so copy stays consistent across a catalog and every section can be edited, rewritten, or translated on its own. Generation works from the product’s extracted data plus the settings you choose: target platform, language, and optionally a saved brand voice or listing template.

Price, shipping, discounts, and availability are left out unless they appear in the product data — those belong to your store settings, not the supplier document.

Listing sections and where their content comes from
SectionWhat it containsWhere it comes from in the product data
TitlePlain-text product title in the listing language; brand names, model numbers, and codes kept as-isIdentity fields (brand, product name, model) and key attributes
Short descriptionOne to three plain-text sentences summarizing the productProduct type, intended use, and headline attributes
Long descriptionFormatted body copy: paragraphs, sub-headings, lists, and tables where usefulExtracted features, materials, measurements, contents, and usage information
Bullet pointsTypically four to seven plain-text selling pointsFeatures and specifications in the extracted data
SpecificationsAttribute and value tableMeasurements, materials, ratings, standards, and other extracted attributes
GPSR information blockManufacturer details, responsible-person details where the manufacturer is not established in the EU, and warnings that applyParties, addresses, and safety fields from the documents; gaps shown as [REQUIRED: …] placeholders

Tone and length controls

Every section has an AI rewrite with four presets — shorter, longer, more professional, more casual — and a free-text box for a custom instruction such as “lead with the battery life” or “write for trade buyers”. A rewrite is shown as a proposal; nothing is saved until you accept it.

Rewrites are instructed to change style, structure, and emphasis only, keeping facts, figures, units, codes, regulatory wording, and [REQUIRED: …] placeholders. Treat the result like any other edit and read it before accepting: saving a change invalidates the listing’s review, so it has to be reviewed again before publishing or export.

Rewrite and voice controls
ControlWhat it doesTypical use
ShorterCondenses a section while keeping its factsShort descriptions, mobile-first pages, tight bullet space
LongerAdds detail and explanation from the same contentHero products and categories where buyers compare specs
More professionalShifts to a formal, precise registerB2B catalogs, technical and industrial products
More casualShifts to a conversational registerConsumer brands, lifestyle and gift products
Custom instructionApplies your own written instruction to one sectionReordering emphasis, audience changes, house style rules
Brand voiceApplies a saved tone, style guidelines, and example phrases at generationKeeping a large catalog in one consistent voice

Formatting for each channel

You choose the target platform when you generate a listing, and the copy is shaped for it. The facts stay the same; what changes is how the sections are written and where they land in the store.

  • Shopify: generation aims for a concise title and writes the long description as product body HTML with short paragraphs, sub-headings, lists, and a two-column specification table. Shopify has no separate short-description field, so the short description opens the product description. You choose which sections to include and can add section headings, translated for common listing languages. Products are created as drafts.
  • WooCommerce: the short description goes into WooCommerce’s Short description field and the long description into the main Description. Specifications are written as a simple attribute and value table. Products are created as simple draft products.
  • eBay: titles aim for search-led wording within eBay’s 80-character limit and specifications are written as explicit key-value pairs. New users export this eBay-targeted copy as generic CSV or JSON — not an eBay import schema. Existing connected accounts can reconnect and continue direct publishing.
  • Any channel: export the reviewed listing as JSON, CSV, PDF, or DOCX to use in another system.

Review workflow and [REQUIRED: …] placeholders

The generator is built not to fill gaps. When the listing needs a piece of information the product data does not provide — a manufacturer address, a warning the category usually carries, a net quantity — it inserts a visible placeholder such as [REQUIRED: manufacturer postal address] instead of a plausible-sounding value. Rewrites and translations keep these placeholders in place.

A placeholder is a gap, not a pass. Resolve each one by adding the missing data from the supplier or by editing the section, then review the listing. Doc2Shelf records the reviewed content, and publishing or export is blocked until the current version has been reviewed.

  • Check the extracted product fields first, starting with low-confidence extractions and the page-and-quote evidence for their values.
  • Read each listing section against the reviewed fields and your source documents; generated sections do not carry a per-section source map.
  • Resolve every [REQUIRED: …] placeholder with real data from the supplier or a deliberate edit.
  • Confirm warnings and regulatory wording are complete and present where they apply to the product.
  • Mark the listing as reviewed, then publish it as a draft or export it. Any later edit sends it back for review.

Descriptions in more than 100 languages

You can generate a listing directly in a target language or translate a finished listing into more than 100 languages. In both cases the title is localized too: brand and trademark names, model numbers, and product codes stay unchanged, while generic product-type and descriptive words are translated.

Translation works section by section and keeps formatting, numbers, units, and [REQUIRED: …] placeholders intact. Units are not converted automatically, so decide per market whether to add imperial or other units during review. Translated listings are review-ready drafts: a native speaker who knows the category should check wording and search terms before publishing.

What the generator will not do

These are the rules generation is built around. A language model can still make mistakes, which is why the review gate exists — but the design goal is copy that says less rather than copy that says something the documents do not support.

  • Invent specifications, dimensions, capacities, or materials that are not in the product data.
  • Add certifications, standards, test results, or markings the documents do not show.
  • Fill a missing value with a “typical” or averaged one — it inserts a [REQUIRED: …] placeholder instead.
  • Add disease-treatment or cure claims for supplements, or efficacy and “clinically proven” claims for cosmetics, that are not in the source data.
  • Paraphrase hazard statements and safety warnings — regulatory wording is meant to be kept verbatim.
  • Decide whether the product is compliant or which legal requirements apply. Doc2Shelf does not assess conformity, certify products, or replace qualified review.

Fact-grounded copy

Descriptions written from extracted product data, not invented from a prompt.

Titles + bullets

Complete listing copy: title, long description, and benefit bullets.

Section rewriting

Regenerate or rewrite any section to fit your brand voice.

Grounded in reviewed data

Copy is grounded in reviewed extracted fields; listing sections do not provide a per-claim source map.

Translate 100+ languages

Localize the finished copy for international markets.

Bulk generation

Produce consistent copy across hundreds of products at once.

Who it’s for

  • Ecommerce teams producing consistent copy across large catalogs
  • Sellers who need accurate, on-spec descriptions to reduce returns
  • Brands localizing product copy for multiple markets
  • Anyone tired of generic AI copywriters that invent specifications

Frequently asked questions

How is this different from a generic AI writer?
Generic writers start from a prompt alone. Doc2Shelf drafts from structured product fields extracted from your supplier PDF, so the copy is grounded in data you can review. Extracted fields may include source evidence, but the finished listing does not map every claim to a source location.
Can I change the tone or rewrite sections?
Yes. You can regenerate or rewrite individual sections with AI, edit text directly, and reorder bullets — all while keeping the listing structure intact.
Does it handle other languages?
You can translate finished listings into more than 100 languages while preserving structure and formatting.
Will the generator add certifications or claims that are not in my documents?
It is built not to. Generation is instructed to use only values present in the product data and to leave out certifications, standards, or efficacy claims the documents do not show. Because a model can still make mistakes, every listing must be reviewed before it can be published or exported.
What happens when information is missing from the supplier PDF?
The listing shows a [REQUIRED: …] placeholder describing what is missing, such as a manufacturer address or a net quantity, instead of an invented value. Resolve each placeholder with data from your supplier or by editing the section before you publish.
Is the copy different for Shopify and WooCommerce?
The facts are the same; the format follows the platform you choose. For Shopify the short description opens the product body because Shopify has no short-description field. For WooCommerce it goes into the Short description field. Both platforms receive draft products.
Does rewriting a section change the facts?
Rewrites are instructed to change style, length, and emphasis while keeping facts, figures, units, codes, regulatory wording, and placeholders. You see the rewrite as a proposal before saving, and saving it sends the listing back for review.
  • What is a product data sheet?

    What a product data sheet contains, how it differs from a spec sheet or safety data sheet, and how to reuse it for listings.

  • Shopify bulk product upload

    How to bulk upload products to Shopify with the product CSV, import apps, or the Admin API — and how to prepare clean data.

  • WooCommerce bulk product upload

    How to bulk upload products to WooCommerce with the built-in CSV importer, plugins, or the REST API — and how to prepare the data.

  • How to write product descriptions

    Turn supplier spec sheets into accurate titles, descriptions, and bullets — with channel limits, title formulas, a template, and claims to avoid.

Turn your product documents into revenue

Upload a supplier PDF and generate your first listing and compliance declarations in minutes.

Create your free account