Recommendations
Concrete next steps from the latest insights, ranked by expected lift.
Why
ChatGPT ranks Acme ahead of Northwind in 7 of the last 10 comparison prompts.
Do this
Publish /compare/acme with a fair feature table, first-party numbers, and a citation-friendly lead paragraph.
Why
thecatalog.example is the most-cited domain (412) and currently quotes a 2025 product name.
Do this
Update the listing and add a 2026 merchandising screenshot so the retrieval snippet stays accurate.
Why
Weakest topic at 33% mention. Engines have almost no Northwind document to retrieve.
Do this
A 1,200-word use-case with a worked example and a downloadable sample dashboard.
Why
g2style is already in ChatGPT’s citation set but Northwind is mentioned without a first-party link.
Do this
Update the vendor profile; ask the editor to include northwind.example in the 2026 round-up.
Why
Three of four engines name Stripe partners; Northwind is missing from two of those answers.
Do this
A concise integrations page with Stripe as the first listed partner and a short implementation note.
Example data · fictional workspace “Northwind” · not real customers