| Unit of competition |
A position among ten links. |
A name among roughly three, inside one paragraph. |
| What a win looks like |
You move up the page and get a share of the clicks. |
You are named, and the sentence describes you the way you would describe yourself. |
| What the engine rewards |
Relevance and authority for a query. |
The same, plus corroboration: the record agreeing with itself across sources. |
| Where the work happens |
Mostly on your own domain. |
Mostly off it — registries, databases, profiles, third-party references. |
| Second place |
Worth real traffic. |
Worth nothing if the paragraph stopped at three names. |
| How results arrive |
Sessions, steadily, attributable to a landing page. |
Fewer and later visits, often with no referrer that names the engine. |
| Standard measurement |
Rank, impressions and clicks, from the engine's own console. |
A sampled score from a vendor's prompt list. Nobody publishes impressions. |
| Honest measurement |
Compare against seasonality and a baseline. |
Hold back a fifth of the questions and report only the difference. |
| Time to effect |
Weeks to months, mostly in your control. |
Days on retrieval-grounded engines; a retrain cycle on the rest, outside anyone's control. |
| Main failure mode |
Publishing volume nobody needed. |
Optimizing a question you cannot win, and reporting a score nobody can check. |