| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Rebate management | Receivables and billing | 0% | 32 of 80 | 43% | 28 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 4 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 2 | 3 |
| Grok 4.1 Fast | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 1 | 3 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Enterprise revenue / commercial excellence platform that combines rebate management with B2B pricing optimization” Muse Glimmer 30B · Rebate management · direct prompt · alternative
“Vendavo, Pricefx, Vistaar, and Conga make more sense when rebates need to be tightly linked to pricing or quoting” GPT-6 Luna · Rebate management · comparative prompt · alternative
“Best For: Large B2B organizations needing a unified suite for price optimization and rebate administration.” Gemini 3.5 Flash · Rebate management · comparative prompt · alternative
“Suitable for mid-market to enterprise, combining rebate management with B2B pricing optimization” Mistral Small · Rebate management · direct 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.
“avoiding heavy enterprise-tier systems (like Enable, Pricefx, or Vendavo)” Gemini 3.5 Flash · Rebate management · budget prompt · hard negative
“For some enterprise suites (like *Vendavo*), users have occasionally noted that resolving highly custom system bugs can take longer than desired” Gemini 3.5 Flash · Rebate management · negative prompt · soft negative
“Enterprise pricing typically starts at $100K+ annually, and implementation is lengthy and resource-intensive” Claude Haiku 4.5 · Rebate management · negative prompt · soft negative
“Most enterprise-grade solutions (like Vendavo, Model N, or Salesforce) start at $50,000–$100,000+ annually.” Qwen 3.7 Flash · Rebate management · budget 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 96 of the 96 answers that named Vendavo and are not a share of its labels.
496 of the 496 domain citations in answers naming Vendavo 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 | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 399 | 11 | 2026-09-22 | ||
| Glossary or explainer | 60 | 0 | 2026-05-06 | ||
| Case study | 35 | 0 | 2026-06-10 | ||
| News or press | 32 | 2 | 2026-08-06 | ||
| Report or ebook | 30 | 1 | 2026-08-31 | ||
| Podcast or video | 27 | 0 | 2026-06-09 | ||
| Webinar or virtual event | 23 | 5 | 2026-09-24 | ||
| Conference or event | 9 | 0 | 2026-06-30 | ||
| Comparison | 2 | 0 | 2026-06-05 |
Every page vendavo.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.
What Vendavo's own pages state, read October 5, 2026: vendavo.com, vendavo.com/security, vendavo.com/platform, vendavo.com/customers, vendavo.com/company/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 Vendavo'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 Vendavo, 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 Vendavo by email, built from the raw record of the edition. It shows: