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Prompt examples for AI Workflows

Explore practical prompt examples for extraction, enrichment, translation and category mapping inside AI Workflows.

This article contains practical prompt examples for common AI Workflow use cases.

These examples can help you:

  • improve extraction accuracy

  • generate better ecommerce content

  • create stronger translations

  • improve catalog consistency

  • reduce moderation workload

Use these prompts as starting points and adjust them for your own catalog structure, business rules and product categories.

Attribute Extraction example

Use this type of prompt to extract structured product attributes from existing product content.

Example:

You are a highly precise product attribute extraction engine.

Product Name: {{name}}

EAN: {{ean}}

Description: {{description}}

Extract the following attributes:

  • Flavor

  • Lifecycle

Rules:

  • Only extract explicitly mentioned values

  • Do not guess missing information

  • Normalize values consistently

  • Return empty values if information is unavailable

Normalization:

  • “volwassen” → “Adult”

  • “rundvlees” → “Rund”

This type of prompt is useful for:

  • supplier catalog enrichment

  • layered navigation

  • marketplace preparation

  • filter optimization

SEO enrichment example

Use this type of prompt to generate ecommerce optimized content.

Example:

Generate an SEO optimized shopping description for an ecommerce product page.

Requirements:

  • Use a professional ecommerce tone

  • Focus on pet nutrition benefits

  • Maximum 500 characters

  • Use natural language

  • Avoid keyword stuffing

  • Write in Dutch

Only use verified product information.

This type of prompt is useful for:

  • shopping descriptions

  • product descriptions

  • SEO optimization

  • marketplace content

Category Mapping example

Use this type of prompt to classify products automatically.

Example:

Assign the product to the most relevant ecommerce category based on the product title, description and extracted attributes.

Rules:

  • Prefer the deepest matching category

  • Avoid overly broad categories

  • Use webshop category structure

  • Only return one category

This type of prompt is useful for:

  • supplier imports

  • uncategorized products

  • marketplace onboarding

  • catalog cleanup

Strict extraction example

Use strict prompts when data quality is critical.

Example:

Rules:

  • Do not guess missing values

  • Only use explicitly verified information

  • Return empty values if data is unavailable

  • Do not invent specifications

  • Ignore unsupported assumptions

Strict prompts help reduce hallucinations and incorrect output.

Tone of voice example

Use tone instructions to improve brand consistency.

Example:

Write using a professional and trustworthy ecommerce tone focused on premium pet nutrition.

Alternative tone examples:

  • Luxury and premium

  • Technical and informative

  • Friendly and accessible

  • Conversion focused

  • Marketplace optimized

Formatting example

Formatting instructions improve output consistency.

Example:

Requirements:

  • Maximum 500 characters

  • Use short paragraphs

  • Avoid HTML

  • Use sentence case

  • Avoid bullet points

This is especially useful for:

  • marketplaces

  • shopping feeds

  • storefront consistency

  • SEO formatting

Multilingual enrichment example

Example workflow:

Attribute Extraction → Content Enrichment → Translation

Example enrichment prompt:

Generate a Dutch SEO optimized shopping description focused on pet nutrition.

Example translation prompt:

Translate the generated shopping description to German using natural ecommerce language.

This workflow structure often performs better than translating raw supplier content directly.

Best practices for prompt examples

  • Start with simple prompts

  • Test prompts before scaling

  • Use category specific logic

  • Add normalization rules

  • Prevent unsupported claims

  • Improve prompts continuously

Important to remember

Prompt examples should be adjusted for:

  • your catalog structure

  • your product categories

  • your SEO strategy

  • your marketplace requirements

  • your tone of voice

  • your moderation strategy

There is no single universal prompt that works perfectly for every workflow.

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