GTM AI Index
Index › Customer › In-app messaging › Small business › September 2026 Edition

In-app messaging and customer communications for small business buyers

Asked as “in-app messaging platform”, and as “customer communications tool for product messaging”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
OneSignal
Contested
17% of first choices, contested.
ShowinginAll 73 categories →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small businessOneSignal17%ContestedThis pageMid-marketIntercom20%ContestedStanding →EnterpriseIntercom23%ContestedStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01OneSignal17%4%27accepted challenger
02Crisp9%0%13accepted challenger
03Intercom7%58%52criticized challenger
04Userpilot6%22%23accepted challenger
05Gleap4%0%18accepted challenger
06UserGuiding4%6%18accepted challenger
07Appcues4%21%24accepted challenger
08Product Fruits4%0%11accepted challenger
09CometChat2%0%12accepted challenger
10Customer.io2%17%12accepted challenger
Show the two products at 0%, ordered by negative rate
12Braze0%56%16criticized challenger
11Pendo0%30%10criticized challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Intercom vs UserpilotIntercom vs OneSignalUserpilot vs OneSignal

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01OneSignal17%
02Crisp9%
03Intercom7%
04Userpilot6%
05Gleap4%
06UserGuiding4%
07Appcues4%
08Product Fruits4%
09CometChat2%
10Customer.io2%
11Pendo0%
12Braze0%

02What they warned about

One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Intercom
58%
30 of 52 labels negative · 10 of 12 models · 2 hard negative
“Avoid enterprise tools like Sendbird ($399+/mo early) or Intercom ($29+/seat)” Grok 4.1 Fast, budget prompt
Braze
56%
9 of 16 labels negative · 7 of 12 models · 5 hard negative
“**Why avoid:** Custom pricing starting at **$60,000+ per year** with no free tier” GLM 4.7 FlashX, negative prompt
MoEngage
88%
7 of 8 labels negative · 5 of 12 models · 5 hard negative
“What to Avoid - **Braze/MoEngage**: Enterprise-focused, expensive ($20K+/year)” Mistral Small, direct prompt
Chameleon
56%
5 of 9 labels negative · 5 of 12 models · 2 hard negative
“Chameleon: Requires frontend dev and has a steep learning curve, with pricing ranging from $13,200 to $109,325 per year.” Llama 4 Maverick, negative prompt

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

20 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 179 links across 98 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.

userpilot.com
vendor site · Userpilot6 answers · 7 citations · 2 models
productfruits.com
vendor site · Product Fruits6 answers · 6 citations · 2 models
hellyeahai.com
5 answers · 5 citations · 2 models
knock.app
vendor site · Knock5 answers · 5 citations · 1 model
pushwoosh.com
vendor site · Pushwoosh5 answers · 5 citations · 1 model
helply.com
vendor site · Helply4 answers · 6 citations · 2 models
dupple.com
4 answers · 4 citations · 1 model
jimdo.com
4 answers · 4 citations · 2 models
reddit.com
vendor site · Reddit4 answers · 4 citations · 1 model
refiner.io
vendor site · Refiner3 answers · 4 citations · 1 model
businessofapps.com
3 answers · 3 citations · 2 models
chatbase.co
vendor site · Chatbase3 answers · 3 citations · 2 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

productfruits.com/blog/best-in-app-messaging-platforms
6 answers · 2 models
userpilot.com/blog/in-app-messaging-tools
6 answers · 2 models
hellyeahai.com/blog/best-in-app-messaging-platform
5 answers · 2 models
dupple.com/learn/best-in-app-messaging-tools
4 answers · 1 model
helply.com/blog/10-best-customer-messaging-tools-for-businesses
4 answers · 2 models
jimdo.com/blog/instant-messaging-business
4 answers · 2 models
knock.app/blog/the-top-in-app-messaging-tools
4 answers · 1 model
pushwoosh.com/blog/best-in-app-messaging-platforms
4 answers · 1 model
businessofapps.com/marketplace/in-app-messaging
3 answers · 2 models
chatbase.co/blog/customer-messaging-tools
3 answers · 2 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best in-app messaging platform for a small B2B company?”Paraphrase“Which customer communications tool for product messaging would you recommend to a small business that sells to other businesses?”Comparative“What are the top in-app messaging platforms for a small team and how do they differ?”Budget-constrained“What is the best in-app messaging platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an in-app messaging platform. What should we look at?”Negative“Which in-app messaging platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Drift, Intercom
Three alternativesCrisp, Freshchat, Zendesk
DriftChanged
Four alternativesFreshchat, Front, Helply, Intercom
Slack
Two alternativesGoogle Chat, Microsoft Teams
no first choiceno first choicenothing named
GPT-5.4 miniIntercom
Three alternativesAppcues, Chameleon, Userpilot
Customer.ioChanged
One alternativeIntercom
Intercom
Two alternativesFront, Zendesk Messaging
Crisp
One alternativeIntercom
no first choicenothing named
Gemini 3.5 FlashCrisp, Product Fruits
Four alternativesCometChat, Help Scout, Stream, UserGuiding
against: Appcues, Intercom, UserpilotUserlistChanged
Four alternativesCustomer.io, Loops, Product Fruits, Userflow
CometChat, Userpilot
Five alternativesAppcues, Chameleon, Refiner, Stream, TalkJS
against: SendbirdCrisp.chat, GetStream, tawk.to
Four alternativesChaskiq, CometChat, Firebase Realtime Database, Papercups
against: Intercom, ZendeskStream, Userflow
Six alternativesAppcues, CometChat, Crisp, Frigade, TalkJS, Userpilot
against: Intercom, Pendoagainst: Airship, Appcues, Braze, Chameleon, Firebase In-App Messaging, Intercom, Iterable, Messenger, Pendo, Standard WhatsApp, Telegram
Perplexity SonarIntercom
Three alternativesGleap, OneSignal, Userpilot
Zoho DeskChanged
Three alternativesFront, Helply, Pylon
OneSignal
Five alternativesAppcues, Firebase In-App Messaging, Gleap, Intercom, Userpilot
OneSignal
One alternativeUserGuiding
against: Intercomno first choiceagainst: Airship, Braze, CleverTap, Customer.io, Intercom, Userpilot
Grok 4.1 FastCometChat, Crisp
Two alternativesStream Chat, Tidio
against: IntercomActiveCampaign, HubSpotChangedagainst: Freshdesk, Front, Intercom, Missive, Zoho DeskSlack
Six alternativesChanty, Discord, Intercom, Microsoft Teams, OneSignal, Pumble
GetStream Chat, Tencent RTC Chat
Two alternativesFirebase In-App Messaging, OneSignal
against: Intercom, Pushwoosh, Sendbird, Userpilotno first choice
Five alternativesAppcues, CometChat, Intercom, Pushwoosh, Userpilot
against: Airship, Braze, CleverTap, Facebook Messenger, Intercom, Iterable, MoEngage, Signal, Telegram, WeChat, WhatsApp, iMessage
Mistral SmallOneSignal
Two alternativesGleap, Userpilot
against: Appcues, Braze, Chameleon, Intercom, MoEngage, PendoFront, MailchimpChanged
Three alternativesFreshdesk, Help Scout, HubSpot Service Hub
Microsoft Teams Essentials
Four alternativesDiscord, Mattermost, Rocket.Chat, Slack
Pumble
Three alternativesChanty, Microsoft Teams, Zoho Cliq
against: Slackno first choiceagainst: Consumer Telegram, Discord, Microsoft Teams, Signal, Slack, WhatsApp, Zoom Webinars
DeepSeek V4 FlashCrisp, Product Fruits
Four alternativesHelpCrunch, Stream, Tencent RTC Chat, UserGuiding
against: Appcues, Chameleon, Intercom, UserpilotActiveCampaignChanged
Two alternativesBrevo, Customer.io
against: HubSpot, IntercomOneSignal
Seven alternativesAppcues, CometChat, Gleap, Intercom, Knock, Sendbird, Userpilot
OneSignal, Tencent RTC Chat
Four alternativesCometChat, Gleap, Stream, UserGuiding
against: Intercom, SendbirdAppcues, Chameleon, UserGuiding, Userpilot
Six alternativesCometChat, Intercom, OneSignal, Pushwoosh, Sendbird, Stream
against: Airship, Braze, CleverTap, MoEngageagainst: Airship, Braze, CleverTap, Discord, Freshchat, Intercom, Iterable, MoEngage, Signal, Telegram, WhatsApp, Zendesk, iMessage
Llama 4 Maverickno first choice
Two alternativesGleap, OneSignal
against: Intercom, Userpilotno first choiceHeldno first choiceOneSignal
One alternativeGleap
against: Intercomno first choiceagainst: Chameleon, Pushwoosh, UserGuiding
Qwen 3.7 FlashGleap
Two alternativesOneSignal, Product Fruits
against: IntercomUserpilotChanged
Two alternativesIntercom, Resend
against: AppcuesSendbird, Stream Chat
One alternativeOneSignal
against: PubNub, Twilio ConversationsUserGuiding, tawk.to
Two alternativesCrisp, Tidio
against: Intercomno first choiceagainst: Facebook Messenger, Intercom, Microsoft Dynamics 365 Sales, Oracle Service Cloud, Salesforce Service Cloud, Shopify Inbox, Zendesk
Kimi K2OneSignal
Four alternativesAppcues, Intercom, Pendo, Userpilot
FrontChanged
Three alternativesAnnounceKit, Freshdesk, HubSpot Service Hub
against: Intercom, Plain, Pylon, ZendeskGleap, OneSignal
Two alternativesCustomer.io, UserGuiding
against: IntercomOneSignal
Two alternativesFirebase Cloud Messaging, Gleap
against: Intercomno first choiceagainst: Bird, Discord, Drift, Facebook Messenger, Intercom, Podium, Signal, Telegram, Twilio Conversations, WhatsApp, Zendesk, iMessage
GLM 4.7 FlashXCrisp
Two alternativesFreshdesk, Tidio
against: IntercomHubSpot Marketing HubChanged
One alternativeActiveCampaign
against: IntercomSlack
Eight alternativesAppcues, CometChat, Discord, Intercom, Microsoft Teams, Stream, Twilio Conversations, Zoho Cliq
tawk.to
Four alternativesLiveChat, Sendbird, Smartsupp, Tidio
Appcues, OneSignal, Userpilotagainst: Braze, CleverTap, MoEngageagainst: Braze, Customer.io, Insider, Iterable, Klaviyo, Maestra, MoEngage, WebEngage
MiniMax M2.5Gleap, OneSignal
One alternativeProduct Fruits
against: IntercomIntercomChanged
Three alternativesHelp Scout, Helply, Tidio
OneSignal
Three alternativesGleap, UserGuiding, Userpilot
against: IntercomOneSignal
Two alternativesCometChat, Gleap
against: Intercomno first choiceagainst: Braze, Chameleon, CleverTap, Intercom, MoEngage, OneSignal
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 03:48no04 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 02:15yes44 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-15 04:39yes1923 s
Direct recommendationPerplexity Sonarsonar2026-09-15 01:26yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 03:32yes08 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-15 01:45yes07 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 04:57yes034 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:06yes02 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 02:43yes030 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:24yes025 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 00:46yes020 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 03:42yes013 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 00:04yes1216 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 01:32yes35 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-15 04:22yes820 s
ParaphrasePerplexity Sonarsonar2026-09-15 00:49yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 00:29yes010 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-15 04:32yes06 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-14 23:09yes034 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 03:57yes01 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-14 23:37no025 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:59yes067 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 02:30yes022 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 01:40yes022 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 01:23yes1612 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:43yes46 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:29yes1124 s
ComparativePerplexity Sonarsonar2026-09-15 04:13yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-14 23:23yes09 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-15 02:29yes08 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-14 23:17yes031 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 01:09yes02 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 01:04no040 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-14 23:16yes031 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-14 23:22yes079 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 04:43yes036 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 03:43no04 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 03:08yes23 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:31yes819 s
Budget constrainedPerplexity Sonarsonar2026-09-15 00:36yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-14 23:45yes09 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-15 00:16yes07 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-14 23:23yes016 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 03:50yes01 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:42yes052 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-14 23:08yes024 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 01:19yes020 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-14 23:28yes013 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 00:13no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:35no08 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:29yes1021 s
Scale constrainedPerplexity Sonarsonar2026-09-15 03:11yes206 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:32yes09 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-14 23:30no05 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-14 23:04yes021 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 00:27yes01 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 00:14no029 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 04:37yes027 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-14 23:35yes027 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 05:02yes014 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 00:43yes138 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:29yes55 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-15 00:52yes1323 s
Negative framingPerplexity Sonarsonar2026-09-15 01:46yes205 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-14 23:10yes08 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-14 23:58yes011 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 02:44yes024 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 04:42yes02 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-14 23:56no043 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-15 01:05yes083 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 02:34yes033 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 04:11yes027 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Twilio read as Twilio Conversations
Twilio (Programmable Chat) read as Twilio Conversations
Unresolved, counted raw
Chaskiq
Consumer Telegram
Firebase Realtime Database
GetStream Chat
Gupshup
Microsoft Teams Essentials
Olark
Papercups
Shopify Inbox
Smartsupp
Standard WhatsApp
ThriveDesk
Userlike
WhatsApp Business API
Zendesk Messaging
Discontinued, still offered
No shut-down product was recommended here.

Also in customer

The other categories of this function, with the leader in each.
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