2 categories · RankedTotango
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Customer success platforms | Customer | 4% | 5 of 69 | 18% | 45 | accepted challenger |
| Customer intelligence and data science | GTM data and infrastructure | 0% | 87 of 158 | 0% | 1 | under 10 labels · led by Google Analytics 4 at 16% |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 3 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 2 | 4 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 0 | 3 | 2 | 1 | 6 |
| Mistral Small | 0 | 2 | 1 | 1 | 4 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 1 | 5 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 5 | 0 | 0 | 5 |
| Kimi K2 | 0 | 2 | 1 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 1 | 3 |
| MiniMax M2.5 | 1 | 2 | 1 | 0 | 4 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Totango: Best for SaaS companies managing a large, growing customer base that needs standardized playbooks” Llama 4 Maverick · Customer success · scale prompt · first choice
“If you need truly free functionality, Totango is the standout.” MiniMax M2.5 · Customer success · budget prompt · first choice
“Alternative Options: Totango - Best for: Companies wanting enterprise features without enterprise complexity” GLM 4.7 FlashX · Customer success · paraphrase prompt · alternative
“SuccessBLOC templates for fast playbooks... Lower user ratings; broader suite can feel less focused.” Grok 4.1 Fast · Customer success · comparative prompt · alternative
And against it
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.
“Totango ⚠️ MIXED SIGNALS (Post-Merger Issues) ... 2024 merger with Catalyst created instability and uncertainty” Mistral Small · Customer success · negative prompt · hard negative
“Avoid if: You rely on good support responsiveness or need strong integrations with your existing stack.” DeepSeek V4 Flash · Customer success · negative prompt · hard negative
“One of the most persistent complaints about Totango is its rigid contract structures.” Gemini 3.5 Flash · Customer success · negative prompt · soft negative
“More complaints than peers—clunky/slow UI, integration problems” Grok 4.1 Fast · Customer success · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 26 of the 145 answers that named Totango and are not a share of its labels.
Domains cited
Ninety-four of the ninety-four domain citations in answers naming Totango came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Totango
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