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Index › Customer › In-app messaging › Pendo vs Knock
In-app messaging and customer communications · October 2026 Edition

Pendo vs Knock

Zero of fourteen models named Pendo first on the direct prompt; two named Knock. Pendo was named by fourteen of the fourteen models and Knock by eight and Pendo carries 27 labels and Knock 11, so the shares are not directly comparable.

Pendo

accepted challenger

Named in eleven categories this edition.

Knock

accepted challenger

Named in seven categories this edition.

First-choice share3%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 15; printed, not drawn.
Labels2711A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Pendo reading right to left. Rank and label count are printed, not drawn.Appcues was named alongside these two in eleven of the fourteen direct answers. Intercom vs Pendo · Intercom vs Knock · OneSignal vs Pendo

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 in-app messaging and customer communications page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
PendoFirst choices, of fourteen modelsKnock
Direct021 against Pendo
Paraphrase102 against Pendo
Comparative00
Budget-constrained00
Scale-constrained10
Negative00
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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Pendo and Knock 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
Pendo Knock first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pendo on the left and Knock on the right.

The direct prompt

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

Knock first, Pendo not the choice

2 of 14 modelsPendo was named in the answer but not as the choice, or not at all.
Mistral SmallKnock alternatives: Appcues, OneSignal
Llama 4 MaverickKnock, Respond.io

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniIntercom alternatives: Appcues, Pendo
Perplexity SonarAppcues alternatives: Knock, OneSignal
Qwen 3.7 FlashAppcues alternatives: Chameleon, Pendo, UserGuiding, Userpilot
GPT-6 LunaUserpilot alternatives: Appcues, Intercom, Pendo
Muse Glimmer 30BAppcues, Userpilot alternatives: Braze, Intercom, Pendo, Product Fruits

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice alternatives: Front, Gleap, Helply, Intercom, Product Fruits
Gemini 3.5 FlashIntercom, Userpilot alternatives: Appcues, Front, Plain, Pylon, Userflow
Grok 4.1 FastIntercom alternatives: CometChat, LiveChat, Sendbird, Zendesk
DeepSeek V4 FlashIntercom alternatives: Appcues, OneSignal, Userpilot
Kimi K2Appcues, Userpilot alternatives: Chameleon, Intercom
GLM 4.7 FlashXIntercom alternatives: Appcues, CleverTap, Userpilot
MiniMax M2.5Userpilot alternatives: Appcues, Chameleon, Intercom

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
Level: the same share of first choices.
Pendo0%#– of 13
Knock0%#– of 13
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Pendo3%#5 of 15
Knock3%#6 of 15
The full mid-market standing →
Enterprise
Pendo leads by eleven points.
Pendo15%#1 of 16
Knock4%#– of 16
The full enterprise standing →

What the models said about Pendo

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

“Avoid enterprise-heavy platforms like ... Pendo (which is better for large enterprises)” Kimi K2 · direct prompt · hard negative

What the models said about Knock

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

“Knock is often recommended as the top choice due to its comprehensive features and scalability” Mistral Small · direct prompt · first choice
“Knock - offers enterprise-grade scalability with developer-friendly implementation.” Llama 4 Maverick · direct prompt · first choice
“Developer-led, notification infrastructure | From $250/month | Requires more technical setup” Kimi K2 · scale 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.