Customer support and helpdesk for enterprise buyers
Asked as “customer support and helpdesk platform”, and as “helpdesk and customer support software”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
53%
Clear leader
53Zendesk Support Suite14Salesforce Service Cloud10Freshdesk22others
53% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All ten head-to-head pages: the top five products, each against each
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
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Zendesk Support Suite53%
Zendesk Support Suite53%02Salesforce Service Cloud14%
Salesforce Service Cloud14%03Freshdesk10%
Freshdesk10%04ServiceNow Customer Service Management2%
ServiceNow Customer Service Management2%05ServiceNow2%
ServiceNow2%06Kustomer2%
Kustomer2%07Jira Service Management2%
Jira Service Management2%08HubSpot Service Hub0%
HubSpot Service Hub0%09Intercom0%
Intercom0%10Zoho Desk0%
Zoho Desk0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash 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.
Salesforce Service Cloud26%
14 of 54 labels negative · 10 of 12 models · 5 hard negative
“Avoid or be highly cautious with overkill/expensive platforms like ServiceNow, Salesforce Service Cloud, and Jira Service Management” Grok 4.20, negative prompt
Zendesk Support Suite25%
16 of 63 labels negative · 10 of 12 models · 3 hard negative
“Platforms to Avoid for Predictable Costs ... Can triple your bill during high-volume periods” Mistral Small, budget prompt
Intercom34%
11 of 32 labels negative · 9 of 12 models · 6 hard negative
“Avoid platforms like Intercom (Fin) or Zendesk AI if you cannot predict monthly ticket spikes” Gemini 3.5 Flash, budget prompt
Freshdesk19%
10 of 54 labels negative · 8 of 12 models · 1 hard negative
“Examples from recent comparisons include Zoho Desk and Freshdesk.” GLM 4.7 FlashX, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 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. 298 links across 132 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.
vendor site · Kustomer12 answers · 15 citations · 3 models
vendor site · Freshworks9 answers · 12 citations · 3 models
7 answers · 9 citations · 3 models
vendor site · HappyFox7 answers · 8 citations · 3 models
vendor site · Intercom7 answers · 8 citations · 4 models
6 answers · 6 citations · 3 models
vendor site · Kayako6 answers · 6 citations · 2 models
vendor site · Plain5 answers · 11 citations · 2 models
vendor site · Zendesk5 answers · 8 citations · 2 models
5 answers · 7 citations · 3 models
5 answers · 5 citations · 1 model
vendor site · Enjo5 answers · 5 citations · 3 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.
11 answers · 3 models
6 answers · 2 models
6 answers · 3 models
6 answers · 3 models
5 answers · 1 model
5 answers · 2 models
5 answers · 2 models
5 answers · 3 models
4 answers · 3 models
4 answers · 2 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best customer support and helpdesk platform”, “customer support and helpdesk platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Zendesk Support Suite zendesk.com | 53% | 182 | 30 | 2 | 5,365,445 | $16,181 | 63 | |
| Salesforce parent site Salesforce Service Cloud 14% | 14% | 223 | 550,000 | 60,632 | ||||
| Freshworks freshworks.com Freshdesk 10%, Freshservice 0% | 10% | 291 | 12,100 | 391 | 111,586 company | $14,486 | 113 | |
| TeamSupport teamsupport.com | 4% | 40 | 1,000 | 1 | 19,052 | 6 | ||
| ServiceNow servicenow.com ServiceNow Customer Service Management 2%, ServiceNow 2% | 4% | 46 | 135,000 | 13,451 | 689,216 | $673 | 101 | |
| Kustomer kustomer.com | 2% | 11 | 2,900 | 2,490 | 8,081 | $208 | 108 | 4 |
| Atlassian atlassian.com Jira Service Management 2% | 2% | 41 | 6,600 | 188 | 4,724,388 company | $5,906 | 61 | |
| LiveChat helpdesk.com HelpDesk by LiveChat 2% | 2% | 30 | 76,919 | 1 | ||||
| HaloITSM | 2% | 880 | 32 | |||||
| Helply helply.com | 2% | 5 | 210 | 7 | 9,626 | 0 |
Google's top ten for the two searches hold 18 sites; 3 of them are among the sites the models cited here (enjo.ai, kayako.com, kustomer.com). The first result for “best customer support and helpdesk platform” is proprofsdesk.com.
How 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.ShowHide
How 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.
ShowHideModelDirect“What is the best customer support and helpdesk platform for an enterprise B2B company?”Paraphrase“Which helpdesk and customer support software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade customer support and helpdesk platforms and how do they differ?”Budget-constrained“What is the best customer support and helpdesk platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a customer support and helpdesk platform. What should we look at?”Negative“Which customer support and helpdesk platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Salesforce Service Cloud, Zendesk Support SuiteZendesk Support SuiteChangedServiceNow, Zendesk Support SuiteFreshdeskagainst: Zendesk Support Suiteno first choiceagainst: Intercom, Salesforce Service Cloud, Sprinklr Service, Zendesk Support Suite
One alternative
FreshdeskThree alternatives
Freshdesk, Salesforce Service Cloud, ServiceNowFive alternatives
Freshdesk, Intercom, Jira Service Management, Salesforce Service Cloud, Zoho DeskOne alternative
HESKGPT-5.4 miniZendesk Support SuiteSalesforce Service CloudChangedSalesforce Service Cloud, Zendesk Support SuiteFreshdeskagainst: Intercom, Salesforce Service Cloudno first choiceagainst: Atlassian Jira Service Management / Atlassian Cloud features, Zendesk Support Suite
Two alternatives
Salesforce Service Cloud, ServiceNowTwo alternatives
Freshdesk, Zendesk Support SuiteFour alternatives
Freshdesk, Genesys Cloud CX, Microsoft Dynamics 365 Customer Service, ServiceNow Customer Service ManagementOne alternative
Zendesk Support SuiteGemini 3.5 FlashSalesforce Service Cloud, Zendesk Support SuiteZendesk Support SuiteChangedZendesk Support SuiteHappyFoxagainst: Freshservice, Intercom, ServiceNow, Zendesk AIZendesk Support Suiteagainst: BMC Remedy, Document360, Front, Gorgias, Help Scout, HelpDocs, Hiver, Re:amaze, Tidio
Four alternatives
Front, HubSpot Service Hub, Jira Service Management, PylonFive alternatives
Freshdesk, Freshservice, Jira Service Management, Salesforce Service Cloud, ServiceNow Customer Service ManagementFive alternatives
Gladly, Intercom, Kustomer, Salesforce Service Cloud, ServiceNow Customer Service ManagementFour alternatives
HaloITSM, Issuetrak, Xurrent, ZammadFive alternatives
Freshdesk, Freshservice, Jira Service Management, Salesforce Service Cloud, ServiceNowPerplexity SonarZendesk Support SuiteZendesk Support SuiteHeldagainst: PylonZendesk Support SuiteFreshdesk, HaloITSMagainst: ServiceNow Customer Service Management, Zendesk Support Suiteno first choiceagainst: Help Scout, Salesforce Service Cloud, Sprinklr, Tidio, Zendesk Support Suite, Zoho Desk
Three alternatives
Freshdesk, Plain, TeamSupportFour alternatives
Intercom, Plain, ServiceNow, SupportbenchEight alternatives
Freshdesk, Front, Help Scout, HubSpot Service Hub, Intercom, Kustomer, Salesforce Service Cloud, ServiceNowGrok 4.20Salesforce Service Cloudagainst: TeamSupportZendesk Support SuiteChangedagainst: FreshdeskZendesk Support SuiteJira Service Management, Zendesk Support Suiteagainst: Gorgias, Intercom, Salesforce Service Cloud, ServiceNowno first choiceagainst: Freshdesk, Help Scout, Jira Service Management, Salesforce Service Cloud, ServiceNow, Zendesk Support Suite, Zoho Desk
Three alternatives
Freshdesk, ServiceNow Customer Service Management, Zendesk Support SuiteOne alternative
ServiceNowFive alternatives
Freshdesk, Jira Service Management, Kustomer, Salesforce Service Cloud, ServiceNow Customer Service ManagementTwo alternatives
Freshdesk, Zoho DeskMistral SmallZendesk Support SuiteSalesforce Service Cloud, ServiceNow Customer Service ManagementChangedno first choiceagainst: Salesforce Service Cloud, ServiceNow Customer Service Management, Zendesk Support SuiteFreshdeskagainst: Intercom, Salesforce Service Cloud, Zendesk Support Suiteno first choiceagainst: Freshdesk, Kustomer, Salesforce Service Cloud, Zendesk Support Suite
Four alternatives
Front, Salesforce Service Cloud, ServiceNow Customer Service Management, SupportbenchThree alternatives
Freshdesk, Pylon, Zendesk Support SuiteThree alternatives
ServiceNow IT Service Management, Supportbench, Zoho DeskDeepSeek V4 FlashTeamSupport, Zendesk Support Suiteagainst: Freshdesk, Zoho DeskSalesforce Service Cloud, Zendesk Support SuiteChangedZendesk Support Suiteagainst: Zoho DeskFreshdeskagainst: HubSpot Service Hub, Intercom, Salesforce Service Cloud, ServiceNow, Zendesk Support Suiteno first choiceagainst: Freshdesk, HappyFox, Intercom, Jira Service Management, Salesforce Service Cloud, ServiceNow Customer Service Management, SolarWinds Web Help Desk, Zoho Desk
Two alternatives
Salesforce Service Cloud, ServiceNow Customer Service ManagementFour alternatives
Freshdesk, HubSpot Service Hub, Intercom, ServiceNowFour alternatives
Freshdesk, Intercom, Salesforce Service Cloud, ServiceNow Customer Service ManagementTwo alternatives
Kustomer, Zoho DeskLlama 4 MaverickHelplyZendesk Support SuiteChangedno first choiceZendesk Support Suiteno first choiceagainst: Zendesk Support Suiteagainst: Freshdesk, Salesforce Service Cloud, ServiceNow, Zendesk Support Suite
Three alternatives
Featurebase, Plain, PylonTwo alternatives
Helply, PlainThree alternatives
Freshdesk, ServiceNow, monday serviceQwen 3.7 FlashZendesk Support SuiteSalesforce Service Cloud, Zendesk Support SuiteChangedagainst: IntercomZendesk Support SuiteJitBit Support, Kustomeragainst: Zendesk Support Suiteno first choiceagainst: Freshdesk, HubSpot Service Hub, Jira Service Management, Salesforce Service Cloud, ServiceNow, Zendesk Support Suite
Two alternatives
Salesforce Service Cloud, ServiceNow Customer Experience ManagementThree alternatives
Freshdesk, Freshservice, Microsoft Dynamics 365 SalesFive alternatives
Freshdesk, Intercom, Jira Service Management, Salesforce Service Cloud, ServiceNow Customer Service ManagementTwo alternatives
Freshdesk, HelpDesk by LiveChatKimi K2Zendesk Support SuiteZendesk Support SuiteHeldZendesk Support SuiteZendesk Support Suiteagainst: Decagon, Gorgias, Intercom, Salesforce Service Cloud, ServiceNow, Zendesk AIno first choiceagainst: FreeScout, Freshdesk, Gladly, Gorgias, HappyFox, Help Scout, HubSpot Service Hub, Kustomer, LiveAgent, ServiceNow Customer Service Management, Spiceworks Help Desk, Zendesk Support Suite, Zoho Desk, osTicket
Four alternatives
Freshdesk, Kustomer, Salesforce Service Cloud, TeamSupportThree alternatives
Freshdesk, Salesforce Service Cloud, ServiceNow Customer Service ManagementSeven alternatives
Freshdesk, Intercom, Jira Service Management, Kustomer, Salesforce Service Cloud, ServiceNow, Zoho DeskOne alternative
FreshdeskGLM 4.7 FlashXZendesk Support SuiteZendesk Support SuiteHeldno first choiceHelpDesk by LiveChat, Zendesk Support Suiteno first choiceagainst: Freshdesk, Freshservice, Jira Service Management, ServiceNow, Zoho Desk
Two alternatives
Salesforce Service Cloud, ServiceNow Customer Service ManagementFour alternatives
Freshdesk, Freshservice, Salesforce Service Cloud, ServiceNow Customer Service ManagementNine alternatives
Freshdesk, Gorgias, HubSpot Service Hub, Intercom, Jira Service Management, Salesforce Service Cloud, ServiceNow, Zendesk Support Suite, Zoho DeskThree alternatives
Salesforce Service Cloud, ServiceNow Customer Service Management, Zoho DeskMiniMax M2.5TeamSupportServiceNow, Zendesk Support SuiteChangedZendesk Support SuiteZendesk Support Suiteagainst: Fin AI Agent, Gorgias, Salesforce Service CloudZendesk Support Suiteagainst: Freshdesk, Gladly, Intercom, Kustomer, Zendesk Support Suite
Three alternatives
Freshdesk, Intercom, Zendesk Support SuiteThree alternatives
Freshdesk, Freshservice, Salesforce Service CloudSix alternatives
Freshdesk, Intercom, Kustomer, Salesforce Service Cloud, ServiceNow Customer Service Management, Zoho DeskTwo alternatives
Freshdesk, ServiceNowThree alternatives
Freshdesk, Salesforce Service Cloud, ServiceNowBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:57 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 05:01 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:31 | yes | 16 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:37 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:42 | yes | 0 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:03 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:50 | yes | 0 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:44 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:45 | yes | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:59 | yes | 0 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:07 | yes | 0 | 139 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:20 | yes | 0 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:00 | yes | 13 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:05 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:09 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:37 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:49 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:35 | yes | 0 | 11 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:34 | yes | 0 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:07 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:19 | yes | 0 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:11 | yes | 0 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:30 | yes | 0 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:52 | yes | 0 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:28 | yes | 13 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:00 | yes | 5 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:44 | yes | 14 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:39 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:09 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:22 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:17 | yes | 0 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:43 | yes | 0 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:07 | yes | 0 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:40 | yes | 0 | 68 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:12 | yes | 0 | 172 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:16 | yes | 0 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:54 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:34 | yes | 6 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:53 | yes | 16 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:27 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:21 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:28 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:50 | yes | 0 | 90 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:16 | yes | 0 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:45 | yes | 0 | 88 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:49 | yes | 0 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:57 | yes | 0 | 85 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:17 | yes | 0 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:55 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:24 | yes | 3 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:15 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:40 | yes | 20 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:52 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:29 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:21 | yes | 0 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:59 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:08 | no | 0 | 44 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:24 | yes | 0 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:53 | yes | 0 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:10 | yes | 0 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:12 | yes | 21 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:50 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:23 | yes | 12 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:36 | yes | 20 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 22:54 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:18 | yes | 0 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 05:07 | yes | 0 | 87 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:31 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:03 | yes | 0 | 67 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:13 | yes | 0 | 55 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:52 | yes | 0 | 28 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:50 | yes | 0 | 14 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Freshworks read as Freshdesk
Freshworks Freshdesk (Enterprise) read as Freshdesk
Oracle read as Oracle Service Cloud
Salesforce read as Salesforce Service Cloud
Zendesk read as Zendesk Support Suite
Zendesk (Enterprise Plans) read as Zendesk Support Suite
Zendesk Suite read as Zendesk Support Suite
Zendesk Suite (Enterprise Edition) read as Zendesk Support Suite
Zendesk Support read as Zendesk Support Suite
Unresolved, counted raw
Atlassian Jira Service Management / Atlassian Cloud features
BMC Remedy
Fixify
Happy Fox
Issuetrak
JitBit Support
ServiceNow Customer Experience Management
ServiceNow IT Service Management
Xurrent (formerly 4me)
Discontinued, still offered
No shut-down product was recommended here.