Wikidata · Knowledge Graph

Wikidata is what AI reads when it reads about your brand.

Structured entity data feeds Google's Knowledge Graph and is queried directly by every major LLM. Wikidata cleanup raises the floor on how AI describes you — sometimes more than Wikipedia does.

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What you get

Wikidata & Knowledge Graph

Wikidata feeds Google's Knowledge Graph, ChatGPT, Gemini, Perplexity and other AI systems. We create or clean up your entity, add stable identifiers, and align multilingual labels.

Entity creation & cleanup
External identifier crosslinks (LEI, ISIN, ORCID, etc.)
Multilingual labels & descriptions
Feeds Knowledge Graph + major LLMs

Starting price

from €550 per entity

Typical timeline

1-2 weeks

Best for

· Brands missing from AI answers
· Multi-language entity hygiene
· Enterprises preparing for AI search

What we ship

Four work-streams, one Wikidata entity

Entity creation

A new Wikidata item with all the structured claims, identifiers and multilingual labels Wikipedia / Google / LLMs expect.

Entity cleanup

Audit and fix an existing item. Most public entities have outdated claims, missing identifiers, or wrong descriptions.

Identifier crosslinks

LEI, ISIN, ORCID, ROR, Crunchbase, MusicBrainz, IMDb — whatever applies. This is where AI retrieval looks.

Multilingual labels

Labels and descriptions across the languages your buyers and AI systems search in.

Note: we don't guarantee a Google Knowledge Panel — Google's systems make that call. Our work materially raises the probability.

Frequently asked questions

Answers to the questions that come up before signing

Guarantees & risk policy

Do you guarantee that a page will be published?

No — and we don't believe anyone should. Wikipedia is an independent community with its own editorial review. What we do guarantee is a risk-managed process: we don't recommend going to publication unless the source base supports notability, and we run a 93% success rate on the pages we do take on.

What if a page is deleted after publication?

Within the 90-day monitoring window, we defend the page and republish if necessary. If we fail to restore a deleted page after three attempts within that window, we refund 80% of the project fee.

Can you guarantee a Google Knowledge Panel?

No. Knowledge Panels are driven by Google's own systems, fed in part by Wikidata and Wikipedia. Our work materially raises the probability that a panel appears, but Google makes the final call.

AI visibility

Why does Wikipedia matter for ChatGPT and AI search?

Large language models and AI answer engines weight high-authority encyclopedic sources heavily. Brands that exist on Wikipedia and Wikidata are cited consistently and accurately; brands that don't are paraphrased or skipped.

How is AI visibility different from SEO?

SEO optimises a page you control. AI visibility builds the source base AI systems read about you — Wikipedia, Wikidata, Reddit threads, Quora answers, structured media. The work is editorial and source-first, not technical.

Can you guarantee your brand will appear in ChatGPT answers?

No — model providers control their own retrieval and training. We can build the source infrastructure that materially raises the probability, and we monitor how major AI systems describe your brand over time.

Ready to start? Let's run a source assessment first.

Share what you have — existing media, target languages, page URLs if any — and we'll come back with a realistic plan and price.

Request Assessment

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