Customer success platforms · October 2026 Edition
Totango vs Gainsight Customer Success
Zero of fourteen models named Totango first on the direct prompt; zero named Gainsight Customer Success. Both were named by all fourteen models and Totango carries 55 labels and Gainsight Customer Success 59, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate22%54%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 10; printed, not drawn.
Labels5559A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Totango reading right to left. Rank and label count are printed, not drawn.ChurnZero was named alongside these two in fourteen of the fourteen direct answers. ChurnZero vs Totango · ChurnZero vs Gainsight Customer Success · Vitally vs Totango
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.
TotangoFirst choices, of fourteen modelsGainsight Customer Success
Direct001 against Totango · 6 against Gainsight Customer Success
Paraphrase105 against Gainsight Customer Success
Comparative061 against Totango · 1 against Gainsight Customer Success
Budget-constrained301 against Totango · 3 against Gainsight Customer Success
Scale-constrained015 against Gainsight Customer Success
Negative009 against Totango · 12 against Gainsight Customer Success
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 October 2026 Edition, Totango and Gainsight Customer Success were named in the same answer 133 times, of the 171 answers naming Totango and the 183 naming Gainsight Customer Success. In those answers Gainsight Customer Success took the first choice forty-two times and Totango four.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Totango and Gainsight Customer Success 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 4.1 Fast | | | | | | |
| 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 | | | | |
Totango Gainsight Customer Success first choice named as an alternative argued againstblank: not namedEach cell is one answer, Totango on the left and Gainsight Customer Success on the right.The direct prompt
The plain question, one answer per model, grouped by where Totango and Gainsight Customer Success stood in it.
Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniChurnZero, Planhat alternatives: Gainsight Customer Success
Gemini 3.5 FlashChurnZero alternatives: Planhat, Totango, Vitally
Mistral SmallSkalin alternatives: ChurnZero, Custify, Gainsight Customer Success, Planhat, Vitally
DeepSeek V4 FlashSkalin alternatives: ChurnZero, ClientSuccess, Custify, Totango, Vitally
Qwen 3.7 FlashChurnZero, Vitally alternatives: Custify, HubSpot Service Hub, Skalin, Totango
Kimi K2ChurnZero alternatives: Totango, Vitally
GLM 4.7 FlashXChurnZero, Vitally alternatives: Totango
MiniMax M2.5ChurnZero, Skalin alternatives: Totango, Vitally
Muse Glimmer 30BChurnZero alternatives: ClientSuccess, Custify, Planhat, Skalin, Totango, Vitally
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Vitally alternatives: ChurnZero, ClientSuccess
Perplexity SonarChurnZero alternatives: Vitally
Grok 4.1 FastChurnZero alternatives: Custify, Vitally
Llama 4 MaverickChurnZero alternatives: Skalin, Userpilot, Vitally
GPT-6 LunaChurnZero alternatives: 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 four points.
Totango4%#6 of 9Gainsight Customer Success0%#9 of 9Mid-marketThe figures above
Totango leads by five points.
Totango7%#5 of 10Gainsight Customer Success2%#8 of 10Enterprise
The order flips: Gainsight Customer Success leads at enterprise.
Gainsight Customer Success69%#1 of 9Totango2%#5 of 9What the models said about Totango
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“But I would specifically steer clear of: Totango right now (post-merger uncertainty is a real business risk)” DeepSeek V4 Flash · negative prompt · hard negative
“Support quality has declined post-merger, with slow response times and bugs that take weeks to resolve” Claude Haiku 4.5 · negative prompt · hard negative
“Weak Reporting... UX Breaks at Scale... Brand Consolidation Uncertainty” Kimi K2 · negative prompt · hard negative
“For the tightest budget, Totango's free tier or HubSpot Service Hub's free plan would be the best starting points.” MiniMax M2.5 · budget prompt · first choice
“For most mid-sized B2B companies, Totango offers the best balance of functionality, ease of implementation, and cost.” Claude Haiku 4.5 · paraphrase prompt · first choice
“Top Recommendation: Totango (now Totango + Catalyst)” DeepSeek V4 Flash · budget prompt · first choice
What 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.
“Gainsight is the most complex, most expensive platform, and one most likely to fail adoption tests at companies that aren't ready for it” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid Gainsight if you have a team of fewer than 10 to 15 CSMs or lack a dedicated CS Operations resource.” Gemini 3.5 Flash · negative prompt · hard negative
“Platforms with Documented Concerns ### Gainsight ⚠️ ... Security Incident (Nov 2025)... High Cost” Kimi K2 · negative prompt · hard negative
“Gainsight — *The Enterprise Leader* ... The most mature, feature-rich platform on the market” DeepSeek V4 Flash · comparative prompt · first choice
“Gainsight: Leader in Gartner MQ and Forrester Wave; dominant in G2 reviews.” Grok 4.1 Fast · comparative prompt · first choice
“Most feature-rich platform on the market ... Gartner Magic Quadrant leader” MiniMax M2.5 · comparative prompt · first choice
Also compared
ChurnZero vs TotangoChurnZero vs Gainsight Customer SuccessVitally vs TotangoVitally vs Gainsight Customer SuccessHubSpot Service Hub vs TotangoHubSpot Service Hub vs Gainsight Customer SuccessCustify vs TotangoCustify vs Gainsight Customer SuccessTotango vs SkalinTotango vs PlanhatSkalin vs Gainsight Customer SuccessPlanhat vs Gainsight Customer SuccessAll 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.