| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Review and reputation management | Marketing | 2% | 14 of 92 | 25% | 28 | criticized challenger | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Local listings management | Marketing | 0% | 21 of 65 | 0% | 3 | under 10 labels · led by BrightLocal at 33% | |
| Competitive intelligence tools | Marketing | 0% | 72 of 86 | 0% | 1 | under 10 labels · led by Kompyte at 38% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Reviews | 4% | 2% | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 14 of 92 |
| Local listings | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 21 of 65, unchanged |
| Competitive intel | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 72 of 86, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 1 | 3 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 2 | 1 | 3 |
| MiniMax M2.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 0 | 0 | 3 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“the strongest single pick from the results is Reputation because G2 explicitly labels it "Best for Mid-Market"” Perplexity Sonar · Reviews · direct prompt · first choice
“Reputation.com is another strong option, especially for managing customer reviews and local listings” Mistral Small · Reviews · paraphrase prompt · alternative
“Reputation is another option, particularly if managing multiple locations is central to the job” GPT-6 Luna · Reviews · direct prompt · alternative
“For large brands focusing on customer experience: Reputation.com offers advanced AI insights” MiniMax M2.5 · Reviews · comparative prompt · alternative
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.
“Platforms to Be Cautious About ... Reputation.com ... BBB rating of D- ... Reputation.com and Yext are the two most consistently flagged *major* platforms in my research.” DeepSeek V4 Flash · Reviews · negative prompt · hard negative
“avoid Reputation.com unless you're a large enterprise (it starts at ~$520/month and is overly complex for mid-market)” Kimi K2 · Reviews · paraphrase prompt · hard negative
“its software version receives mixed to negative reviews on platforms like G2 regarding usability and technical reliability” GLM 4.7 FlashX · Reviews · negative prompt · soft negative
“bait-and-switch pricing (e.g., some enterprise tools like Reputation.com criticized for this)” Grok 4.20 · Reviews · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 111 of the 114 answers that named Reputation and are not a share of its labels.
405 of the 405 domain citations in answers naming Reputation came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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 | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 507 | 11 | 2026-09-24 | SEO, Social media | |
| News or press | 338 | 5 | 2026-08-06 | SEO, CRM | |
| Conference or event | 84 | 0 | 2026-02-27 | ||
| Case study | 49 | 2 | 2026-09-25 | ||
| Report or ebook | 9 | 0 | 2026-01-27 | ||
| Webinar or virtual event | 8 | 0 | 2026-01-27 | ||
| Glossary or explainer | 8 | 0 | 2026-01-27 | ||
| Podcast or video | 3 | 0 | 2026-01-27 | ||
| Comparison | 2 | 0 | 2026-01-27 | SEO | |
| Template or tool | 2 | 0 | 2026-01-27 |
As the event pages on reputation.com state them, read September 28, 2026.
Every page reputation.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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 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.
Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase
What Reputation's own pages state, read September 28, 2026: reputation.com, reputation.com/pricing, reputation.com/platform, reputation.com/resources/customer-stories, reputation.com/partners. A claimed page can correct any of them.
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 Reputation'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 Reputation, 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 Reputation by email, built from the raw record of the edition. It shows: