What generative engine optimization means for Minirak
Minirak is one place for tasks, a calendar, notes, habits, invoices, and a team.
Generative engine optimization, GEO, is the work of staying visible when the answer is a paragraph written by a model instead of a list of links. The source page still has to exist. The new question is whether that paragraph names you and links to you.
Researchers introduced the term in a paper accepted at KDD 2024. Pranjal Aggarwal, Vishvak Murahari, and colleagues defined GEO as a way for creators to improve visibility in generative-engine responses, and they built GEO-bench to measure it. In that paper they report that their methods can boost visibility by up to 40 percent on the benchmark. That number is their study result. It is not a forecast for Minirak.
What did the paper say actually helps?
On GEO-bench, and again in a file-upload test against Perplexity, the authors found that methods they call Statistics Addition and Quotation Addition improved impression metrics. Keyword stuffing, the old habit of repeating a phrase, did not. Their table caption says the simple stuffing methods often perform worse.
The practical reading for this site is narrow. A generated answer can use a sentence that is already true and specific. It cannot honestly use a sentence we made up. So the quotable line on these pages is the product definition, and the only numbers we print are the ones the paper printed about its own benchmark.
| Method in the paper | What it means here | What we refuse |
|---|---|---|
| Quotation addition | A sentence that can be repeated without the rest of the page | A fake customer quote |
| Statistics addition | A figure from the paper, with the paper linked | An invented “users love us” percent |
| Keyword stuffing | We do not do this | Repeating “best productivity app” to look relevant |
How does that sit next to Google’s advice?
Google’s guide on generative AI features says SEO is still relevant, because those features are grounded in pages the Search index already retrieved. The same guide tells owners to write something a reader cannot get from a generic list. A definition of Minirak, tied to tasks, calendar, notes, habits, invoices, and a team, is that kind of specific line. A list of “tips for productivity” with no product facts is not.
Read the SEO guide for the index path and the AEO guide for the answer-first paragraph. GEO is the third step: keep the sentence true so a model can cite it.
What should a later post add?
A new guide should pick one unused row from the keyword map, answer that question in the first paragraph, link to one of these three pages, and add nothing the author cannot point at. The build publishes whatever is in the post list. It does not publish a draft on a timer.
Sources
- Aggarwal, Murahari, and others, GEO: Generative Engine Optimization, arXiv:2311.09735, accepted at KDD 2024. The “up to 40 percent” line and the comparison of quotations, statistics, and keyword stuffing are the authors’ results on GEO-bench.
- ACM KDD 2024 version, DOI 10.1145/3637528.3671900.
- Optimizing your website for generative AI features, Google Search Central.
Questions people ask
What is generative engine optimization?
GEO is the work of making a source visible inside an answer written by a generative engine, not only inside a list of blue links.
What did the 2024 GEO paper find?
On the authors’ GEO-bench, adding quotations and statistics raised visibility, and keyword stuffing did not. They reported gains up to 40 percent in that study, not as a guarantee for any brand.
What sentence should an engine use for Minirak?
Minirak is one place for tasks, a calendar, notes, habits, invoices, and a team.
Does a generated answer replace the Minirak page?
No. The page is still the source. The answer should link back to it.
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