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Chatbots and conversational AI for support · October 2026 Edition

Zendesk AI vs Ada

Zero of fourteen models named Zendesk AI first on the direct prompt; zero named Ada. Zendesk AI was named by thirteen of the fourteen models and Ada by twelve and Zendesk AI carries 40 labels and Ada 28, so the shares are not directly comparable.

Zendesk AI

accepted challenger

By Zendesk, San Francisco, United States, founded 2007. Named in one category this edition.

Ada

accepted challenger

Named in two categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 9; printed, not drawn.
Labels4028A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Zendesk AI reading right to left. Rank and label count are printed, not drawn.Intercom Fin AI Agent was named alongside these two in eleven of the fourteen direct answers. Intercom Fin AI Agent vs Zendesk AI · Intercom Fin AI Agent vs Ada · Tidio vs Zendesk AI

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 Chatbots and conversational AI for support page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Zendesk AIFirst choices, of fourteen modelsAda
Direct001 against Ada
Paraphrase20
Comparative11
Budget-constrained001 against Zendesk AI
Scale-constrained012 against Ada
Negative004 against Zendesk AI · 1 against Ada
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, Zendesk AI and Ada were named in the same answer thirty-six times, of the 114 answers naming Zendesk AI and the 66 naming Ada. In those answers Ada took the first choice five times and Zendesk AI three.

Every model, every framing

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

The direct prompt

The plain question, one answer per model, grouped by where Zendesk AI and Ada stood in it.

Neither was the first choice, one was named

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniIntercom Fin AI Agent alternatives: Ada, Freshchat, Freshdesk, Salesforce Service Cloud, Zendesk AI
Gemini 3.5 FlashIntercom Fin AI Agent alternatives: Ada, Enjo, Worknet AI, Zendesk AI
Perplexity SonarZendesk with Fin alternatives: Ada, Freshchat, Kayako
Grok 4.1 FastIntercom Fin AI Agent alternatives: Ada, Drift, Zendesk AI
DeepSeek V4 FlashIntercom Fin AI Agent alternatives: Ada, Freshworks Freddy AI Agent, TeamSupport, Zendesk AI
Qwen 3.7 FlashIntercom Fin AI Agent alternatives: Decagon, HubSpot Chatflows, Zendesk AI
Kimi K2Decagon, Intercom Fin AI Agent alternatives: Copilot, Freshworks Freddy AI Agent, Zendesk AI

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Intercom Fin AI Agent, TeamSupport alternatives: Drift AI, Freshdesk
Mistral SmallDecagon, Zendesk Copilot alternatives: Drift, Freshchat, Talkdesk
Llama 4 MaverickKayako alternatives: Freshchat, Freshdesk, LiveAgent, Tidio
GLM 4.7 FlashXIntercom Fin AI Agent alternatives: Decagon, Drift, Zendesk AI Copilot
MiniMax M2.5Intercom Fin AI Agent alternatives: Drift, Freshchat
GPT-6 LunaIntercom Fin AI Agent alternatives: Freshdesk, HubSpot Breeze Customer Agent, Zendesk AI Agents
Muse Glimmer 30BDecagon, Intercom Fin AI Agent alternatives: Freshchat, Freshdesk

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
Zendesk AI leads by two points.
Zendesk AI2%#8 of 11
Ada0%#– of 11
The full small business standing →
Mid-marketThe figures above
Zendesk AI leads by two points.
Zendesk AI4%#3 of 9
Ada2%#5 of 9
The full mid-market standing →
Enterprise
Zendesk AI leads by ten points.
Zendesk AI16%#2 of 10
Ada6%#5 of 10
The full enterprise standing →

What the models said about Zendesk AI

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

“strongest when you already live in those ecosystems; they may be less ideal if you need broad customization outside them” Perplexity Sonar · negative prompt · soft negative
“its native chatbot tools are often criticized for being clunky compared to third-party AI specialists” Qwen 3.7 Flash · negative prompt · soft negative
“*Proceed with caution regarding feature gating*” Gemini 3.5 Flash · negative prompt · soft negative
“I'd usually recommend Zendesk AI as the safest default choice.” GPT-5.4 mini · paraphrase prompt · first choice
“Zendesk AI (Answer Bot) is often recommended as a top choice” Mistral Small · paraphrase prompt · first choice
“If you need deep IT/ticketing integration: Choose Zendesk.” Qwen 3.7 Flash · comparative prompt · first choice

What the models said about Ada

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

“it may require hands-on tuning and works best when your knowledge lives in structured help-center content” Perplexity Sonar · negative prompt · soft negative
“The gold standard for "pure" AI support bots. Expensive, but very powerful for higher volumes.” Qwen 3.7 Flash · scale prompt · soft negative
“Sierra and Ada are pricing-prohibitive and feature-heavy for mid-market” Muse Glimmer 30B · direct prompt · soft negative
“Ada: Excellent for mid-market to enterprise companies. Highly advanced in taking actual business "actions"” Gemini 3.5 Flash · scale prompt · first choice
“Enterprise-level performance with no-code authoring and automation-first design.” Muse Glimmer 30B · comparative prompt · first choice
“If you need high-volume, enterprise-scale automation with professional services, Ada is the next step up” Muse Glimmer 30B · paraphrase prompt · alternative
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.