Totango vs Catalyst
Zero of twelve models named Totango first on the direct prompt; zero named Catalyst. Totango was named by twelve of the twelve models and Catalyst by eight and Totango carries 45 labels and Catalyst 14, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the customer success platforms page.
By framing
TotangoFirst choices, of twelve modelsCatalyst
Across every category in the September 2026 Edition, Totango and Catalyst were named in the same answer thirty-four times, of the 145 answers naming Totango and the 40 naming Catalyst. In those answers Catalyst took the first choice one time and Totango zero.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | | | ||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | |
Totango Catalyst first choice named as an alternative argued againstblank: not namedEach cell is one answer, Totango on the left and Catalyst on the right.The direct prompt
Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 of 12 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
What the models said about Totango
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Totango ⚠️ MIXED SIGNALS (Post-Merger Issues) ... 2024 merger with Catalyst created instability and uncertainty” Mistral Small · negative prompt · hard negative
“Avoid if: You rely on good support responsiveness or need strong integrations with your existing stack.” DeepSeek V4 Flash · negative prompt · hard negative
“One of the most persistent complaints about Totango is its rigid contract structures.” Gemini 3.5 Flash · negative prompt · soft negative
“Totango: Best for SaaS companies managing a large, growing customer base that needs standardized playbooks” Llama 4 Maverick · scale prompt · first choice
“If you need truly free functionality, Totango is the standout.” MiniMax M2.5 · budget prompt · first choice
“Alternative Options: Totango - Best for: Companies wanting enterprise features without enterprise complexity” GLM 4.7 FlashX · paraphrase prompt · alternative
What the models said about Catalyst
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“recently merged platforms (Totango/Catalyst) carry the highest risk” Mistral Small · negative prompt · hard negative
“What to Avoid on a Budget ... generally not where you should start” DeepSeek V4 Flash · budget prompt · hard negative
“Vitally, ChurnZero, Catalyst, Custify, Skalin | Highly Recommended.” Gemini 3.5 Flash · scale prompt · first choice
“Totango and Catalyst operate as a unified powerhouse... Best for: Mid-to-enterprise organizations” Gemini 3.5 Flash · comparative prompt · alternative
“Modern UX, strong product velocity; a favorite to replace legacy Gainsight at mid-market.” DeepSeek V4 Flash · direct prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.