| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Value selling tools | Sales | 13% | 2 of 116 | 0% | 18 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 2 | 1 | 0 | 0 | 3 |
| Perplexity Sonar | 1 | 2 | 1 | 0 | 4 |
| Grok 4.1 Fast | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Choose Minoa or The ROI Shop ... if you are selling high-contract-value B2B software/services and need a sales-first tool” Gemini 3.5 Flash · Value selling · budget prompt · first choice
“ValueCore and The ROI Shop are particularly noted for their flexibility and sales-focused features” Mistral Small · Value selling · paraphrase prompt · first choice
“or The ROI Shop if your immediate pain point is inconsistent messaging across your sales team” Qwen 3.7 Flash · Value selling · paraphrase prompt · first choice
“The ROI Shop if you want strong AI assistance and easy sharing/editing with buyers” MiniMax M2.5 · Value selling · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 51 of the 51 answers that named The ROI Shop and are not a share of its labels.
199 of the 218 domain citations in answers naming The ROI Shop came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 5 | 4 | 2026-10-02 | ||
| Case study | 5 | undated | |||
| Template or tool | 2 | undated | |||
| Comparison | 1 | 1 | 2026-09-22 |
Every page theroishop.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read October 5, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when The ROI Shop's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as The ROI Shop, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for The ROI Shop by email, built from the raw record of the edition. It shows:
The ROI Shop is among the products AI models recommend first in Value selling tools this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.