Customer success platforms · November 2026 Edition
Gainsight Customer Success vs Totango
One of fourteen models named Gainsight Customer Success first on the direct prompt; zero named Totango. Both were named by all fourteen models and Gainsight Customer Success carries 64 labels and Totango 51, so the shares are not directly comparable.
Named in one category this edition.
Named in six categories this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate58%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#7A position in a field of 9; printed, not drawn.
Labels6451A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Gainsight Customer Success reading right to left. Rank and label count are printed, not drawn.Vitally was named alongside these two in thirteen of the fourteen direct answers. ChurnZero vs Gainsight Customer Success · ChurnZero vs Totango · Vitally vs Gainsight Customer Success
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Gainsight Customer SuccessFirst choices, of fourteen modelsTotango
Direct106 against Gainsight Customer Success
Paraphrase106 against Gainsight Customer Success
Comparative91
Budget-constrained016 against Gainsight Customer Success
Scale-constrained006 against Gainsight Customer Success · 1 against Totango
Negative0013 against Gainsight Customer Success · 9 against Totango
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Gainsight Customer Success and Totango were named in the same answer 124 times, of the 181 answers naming Gainsight Customer Success and the 176 naming Totango. In those answers Totango took the first choice four times and Gainsight Customer Success forty-eight.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Gainsight Customer Success and Totango stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | | | | | | |
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | | |
| Grok 4.20 | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | | |
Gainsight Customer Success Totango first choice named as an alternative argued againstblank: not namedEach cell is one answer, Gainsight Customer Success on the left and Totango on the right.The direct prompt
The plain question, one answer per model, grouped by where Gainsight Customer Success and Totango stood in it.
Gainsight Customer Success first, Totango an alternative
1 of 14 modelsTotango was named in the answer but not as the choice, or not at all.GPT-5.4 miniChurnZero, Gainsight Customer Success alternatives: HubSpot Customer Success Workspace, Totango, Vitally
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashChurnZero alternatives: ClientSuccess, Planhat, Totango, Vitally
Qwen 3.7 FlashVitally alternatives: ChurnZero, Planhat, Totango
GLM 4.7 FlashXChurnZero alternatives: Planhat, Skalin, Totango, Vitally
MiniMax M2.5ChurnZero, Planhat alternatives: Catalyst, Skalin, Totango, Vitally
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Perplexity SonarChurnZero alternatives: Planhat, Vitally
Grok 4.20ChurnZero alternatives: Planhat, Vitally
Mistral SmallChurnZero alternatives: HubSpot Service Hub, Planhat, Vitally
DeepSeek V4 FlashChurnZero, ClientSuccess alternatives: Planhat, Vitally
Llama 4 MaverickChurnZero alternatives: Custify, Vitally
Kimi K2ChurnZero alternatives: Planhat, Vitally
GPT-6 LunaVitally alternatives: ChurnZero, Planhat
Muse Glimmer 30BChurnZero alternatives: ClientSuccess, Planhat, Vitally
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Totango leads by two points.
Totango2%#8 of 10Gainsight Customer Success0%#10 of 10Mid-marketThe figures above
The order flips: Gainsight Customer Success leads at mid-market.
Gainsight Customer Success4%#5 of 9Totango2%#7 of 9Enterprise
Gainsight Customer Success leads by fifty-six points.
Gainsight Customer Success65%#1 of 9Totango10%#2 of 9What the models said about Gainsight Customer Success
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Consider only if you have dedicated admin resources and a clear implementation plan. Many experienced CSMs actively dislike it.” Kimi K2 · negative prompt · hard negative
“Avoid Gainsight if you have fewer than 10 Customer Success employees and no dedicated Ops person.” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid Gainsight, ChurnZero, and similar enterprise-focused tools at this stage” Perplexity Sonar · budget prompt · hard negative
“A mature, feature-deep enterprise suite with health scores, playbooks, and journey orchestration, recognized as a Gartner Magic Quadrant leader” Claude Haiku 4.5 · comparative prompt · first choice
“Widely considered the industry standard for enterprise customer success. It is highly robust but also complex to implement.” Qwen 3.7 Flash · comparative prompt · first choice
“Gainsight - Industry-leading customer success platform with strong analytics, health scoring, and automated workflows.” Claude Haiku 4.5 · paraphrase prompt · first choice
What the models said about Totango
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid Totango if your team prioritizes ease of use and daily friction reduction over deep customization.” Qwen 3.7 Flash · negative prompt · hard negative
“Approach with caution—particularly problematic if you need reliable health scoring or fast support.” Kimi K2 · negative prompt · hard negative
“Totango has broad features in theory but consistent complaints about UX speed, bugs and slow support make it a risk” Muse Glimmer 30B · negative prompt · soft negative
“Gainsight and Totango lead with depth, compliance, and flexibility.” GLM 4.7 FlashX · comparative prompt · first choice
“Best Free / Freemium Option: Totango (Starter Plan)” Gemini 3.5 Flash · budget prompt · first choice
Also compared
ChurnZero vs Gainsight Customer SuccessChurnZero vs TotangoVitally vs Gainsight Customer SuccessVitally vs TotangoHubSpot Service Hub vs Gainsight Customer SuccessHubSpot Service Hub vs TotangoCustify vs Gainsight Customer SuccessCustify vs TotangoGainsight Customer Success vs PlanhatGainsight Customer Success vs ClientSuccessPlanhat vs TotangoTotango vs ClientSuccessAll twenty-eight head-to-head pages and the full customer success standing
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.