Catalyst
Why models recommend it
“Modern alternatives like Planhat, Vitally, or Catalyst generally offer better balance”Gemini 3.5 Flash · Negative question · alternative
“More cost-effective options if you're smaller or product-led”MiniMax M2.5 · Direct question · alternative
“more modular and customer-growth/lifecycle oriented”GPT-5.4 mini · Comparative question · alternative
“Operational simplicity | Catalyst”Kimi K2 · Comparative question · alternative
What gives them pause
“platforms to avoid or be cautious about are: ... Catalyst”Llama 4 Maverick · Negative question · warning
“Enterprise platforms are Gainsight and Totango/Catalyst merged 2024, which tend to be deeper but heavier to configure and require dedicated CS Ops.”Muse Glimmer 30B · Scale-constrained question · warning
“Totango materials still list products including Catalyst... before comparing it with a conventional CSP”GPT-6 Luna · Comparative question · warning
“Evaluate carefully if you need a simple, predictable product and support model”Perplexity Sonar · Negative question · warning
Also on the shortlist
The products named in the same answers as Catalyst, over the 40 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 38 | 5 | View → | |
| 36 | 15 | View → | |
| 34 | 1 | View → | |
| 32 | 2 | View → | |
| 29 | 3 | View → | |
| 12 | 1 | View → | |
| 12 | 1 | View → | |
| 12 | 0 | View → | |
| 6 | 0 | View → | |
| 3 | 0 | View → |
What the models named instead of Catalyst →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 34 of the 40 answers that named Catalyst and are not a share of its labels.
Domains cited
No domain is on file for Catalyst, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 1 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |