The verdict in three sentences
For a distributor with 22,000 industrial SKUs, an AI product description pipeline costs EUR 5,500 to 11,000 in 2026 (60,000 to 120,000 MAD for the same scope in Casablanca), i.e. EUR 0.10 to 0.30 per page to run versus EUR 4 for manual copywriting. The AI starts from manufacturer datasheets, structures attributes (dimensions, material, standard, compatibility) and writes a description in two languages (German and English in Berlin, French and Arabic in Casablanca). Quality is managed through sample-based review and blocking rules on technical data, never by letting the AI invent a specification.
How a product page is produced
A useful B2B product page is not marketing copy: it is a set of reliable attributes plus a description that helps the buyer choose. The pipeline has six steps.
| Step | Role | Source | Check |
|---|---|---|---|
| Collection | Fetches manufacturer PDFs and files | Manufacturer sites, ETIM files, catalogues | Manufacturer part number match |
| Attribute extraction | Reads dimensions, material, standard, voltage | Datasheet PDF | Normalised units, values within ranges |
| Classification | Assigns the item to the right family | Catalogue taxonomy | Confidence score, 85 % threshold |
| Primary language copy | Title, 80 to 150 word description, uses | Validated attributes only | No attribute missing from source |
| Second language | Trade translation, industrial terminology | Approved glossary | Sample review |
| Publishing | Push to site, PIM or ERP | API or file | Incomplete pages blocked |
The core rule: the AI only writes from extracted and checked attributes. If data is missing, the page goes to a human queue instead of being filled in at random.
Cost and quality compared in 2026
| Method | Cost per page | Time for 22,000 pages | Technical error rate | Bilingual |
|---|---|---|---|---|
| In-house manual writing | EUR 4 | 18 to 24 months | 2 to 4 % | Cost doubled |
| External copywriting agency | EUR 2.50 to 3.50 | 6 to 9 months | 3 to 6 % | EUR 1.50 extra |
| Generic AI without sources | EUR 0.02 | 1 week | 15 to 25 % | Yes, weak terminology |
| AI pipeline with extraction and checks | EUR 0.10 to 0.30 | 6 to 10 weeks | Under 1.5 % | Yes, trade glossary |
The EUR 5,500 to 11,000 project budget splits as follows: 25 % collection and extraction, 20 % classification, 25 % copy and bilingual glossary, 15 % quality control and 15 % integration with the site or PIM. AI calls for 22,000 pages total roughly EUR 2,000 to 6,000, depending on source length.
Sample-based quality control
A reviewer checks 3 to 5 % of pages per family. If the error rate exceeds 2 %, the family is fixed and regenerated. Sensitive families (safety, electrical, PPE) get 100 % review. Plan one technical reviewer for 4 to 6 weeks.
Mini case study
Katrin, e-business manager at an industrial supplies distributor in Berlin, must publish 22,000 SKUs, most with a 30-character label only. Manual writing would cost 22,000 x EUR 4 = EUR 88,000, before the English version.
- AI project: EUR 9,000, AI calls included.
- Technical review: 1 person for 6 weeks, about EUR 7,500.
- Total cost: EUR 16,500, or EUR 0.75 per bilingual page.
- Saving: over EUR 71,000 and 18 months gained.
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Over the following 6 months, enriched product pages lifted organic traffic from 3,200 to 11,500 visits a month, an order of magnitude seen on this type of catalogue.
FAQ
Can the AI invent technical specifications?
Not with a well-designed pipeline: it only writes from extracted attributes, and any page with missing data is blocked. The technical error rate stays below 1.5 %.
What if the manufacturer provides no datasheet?
About 10 to 20 % of SKUs are in this situation. They go to a human queue or are completed from the scanned print catalogue.
Is the second language professional quality?
Yes, with a glossary of 300 to 600 industrial terms approved upfront. A native reviewer checks 5 % of pages per family.
Can new SKUs be processed continuously?
Yes. Once the pipeline runs, a new page is produced in under 2 minutes for EUR 0.10 to 0.30.
What SEO gain can we expect?
Pages of 80 to 150 words with structured attributes often multiply organic traffic by 2 to 4 within 6 months, depending on competition in your families.
Let's scope your project. Send us your SKU count, a catalogue extract and target languages, and we will price an AI pipeline between EUR 5,500 and 11,000, delivered in 6 to 10 weeks. Detailed quote within 48 h. WhatsApp +221 77 596 93 33.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.
