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Customer success platforms · November 2026 Edition

Custify vs Totango

Zero of fourteen models named Custify first on the direct prompt; zero named Totango. Custify was named by thirteen of the fourteen models and Totango by fourteen and Custify carries 34 labels and Totango 51, so the shares are not directly comparable.

Custify

accepted challenger

Named in three categories this edition.

Totango

accepted challenger

Named in six categories this edition.

First-choice share9%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 9; printed, not drawn.
Labels3451A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Custify 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 Custify · ChurnZero vs Totango · Vitally vs Custify

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.
CustifyFirst choices, of fourteen modelsTotango
Direct00
Paraphrase00
Comparative01
Budget-constrained41
Scale-constrained101 against Totango
Negative001 against Custify · 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, Custify and Totango were named in the same answer fifty-four times, of the 114 answers naming Custify and the 176 naming Totango. In those answers Totango took the first choice three times and Custify eleven.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Custify and Totango stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Custify Totango first choice named as an alternative argued againstblank: not namedEach cell is one answer, Custify on the left and Totango on the right.

The direct prompt

The plain question, one answer per model, grouped by where Custify and Totango stood in it.

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniChurnZero, Gainsight Customer Success alternatives: HubSpot Customer Success Workspace, Totango, Vitally
Gemini 3.5 FlashChurnZero alternatives: ClientSuccess, Planhat, Totango, Vitally
Llama 4 MaverickChurnZero alternatives: Custify, 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

8 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
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
Custify leads by twenty-nine points.
Custify31%#1 of 10
Totango2%#8 of 10
The full small business standing →
Mid-marketThe figures above
Custify leads by seven points.
Custify9%#4 of 9
Totango2%#7 of 9
The full mid-market standing →
Enterprise
The order flips: Totango leads at enterprise.
Totango10%#2 of 9
Custify0%#9 of 9
The full enterprise standing →

What the models said about Custify

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Gainsight and Custify can feel restrictive if you need highly tailored workflows or UI behavior” GPT-5.4 mini · negative prompt · soft negative
“Custify: A customer success platform that offers a free plan and is designed for B2B and SaaS customer success teams.” Llama 4 Maverick · budget prompt · first choice
“Custify is the best overall value for a budget-conscious company with a real (if small) CS operation.” DeepSeek V4 Flash · budget prompt · first choice
“Custify is widely recommended as the best option for budget-conscious teams.” Claude Haiku 4.5 · budget 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

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.