| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Revenue intelligence and forecasting | Sales | 0% | 20 of 75 | 0% | 9 | under 10 labels · led by Avoma at 20% |
| Customer success platforms | Customer | 0% | 14 of 69 | 0% | 5 | under 10 labels · led by ChurnZero at 39% |
| Customer intelligence and data science | GTM data and infrastructure | 0% | 79 of 158 | 0% | 1 | under 10 labels · led by Google Analytics 4 at 16% |
| 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 | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 4 | 0 | 0 | 4 |
| DeepSeek V4 Flash | 0 | 0 | 2 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Highest score (74/80) as the only truly AI-native platform with autonomous agents that execute work” MiniMax M2.5 · Customer success · comparative prompt · first choice
“Recognized as a rising star for mid-market teams seeking "agentic" workflow automation.” Gemini 3.5 Flash · Revenue intel · direct prompt · alternative
“Oliv AI (Emerging Leader) ... Lowest time-to-value; reduces manual administrative work” Qwen 3.7 Flash · Customer success · comparative prompt · alternative
“If you want to automate away CRM data entry entirely ... choose Oliv AI.” Gemini 3.5 Flash · Revenue intel · 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.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 1 of the 38 answers that named Oliv and are not a share of its labels.
Ten of the ten domain citations in answers naming Oliv came from somebody else's page.
Pages are listed as the models cited 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 Oliv'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 Oliv, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at oliv.ai is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.