CRM
Asked as “CRM”, and as “customer relationship management system”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
41%
Clear leader
41HubSpot CRM18HubSpot Sales Hub10Salesforce Sales Cloud31others
41% 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 a mid-market 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 head
All twenty-eight head-to-head pages: the top eight products, each against each
HubSpot CRM vs PipedriveHubSpot CRM vs FreshsalesHubSpot CRM vs Less Annoying CRMHubSpot CRM vs NutshellHubSpot Sales Hub vs Zoho CRMHubSpot Sales Hub vs Salesforce Sales CloudHubSpot Sales Hub vs PipedriveHubSpot Sales Hub vs FreshsalesHubSpot Sales Hub vs Less Annoying CRMHubSpot Sales Hub vs NutshellZoho CRM vs Salesforce Sales CloudZoho CRM vs PipedriveZoho CRM vs FreshsalesZoho CRM vs Less Annoying CRMZoho CRM vs NutshellSalesforce Sales Cloud vs PipedriveSalesforce Sales Cloud vs FreshsalesSalesforce Sales Cloud vs Less Annoying CRMSalesforce Sales Cloud vs NutshellPipedrive vs FreshsalesPipedrive vs Less Annoying CRMPipedrive vs NutshellFreshsales vs Less Annoying CRMFreshsales vs NutshellLess Annoying CRM vs Nutshell
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
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01HubSpot CRM41%
HubSpot CRM41%02HubSpot Sales Hub18%
HubSpot Sales Hub18%03Zoho CRM10%
Zoho CRM10%04Salesforce Sales Cloud10%
Salesforce Sales Cloud10%05Pipedrive2%
Pipedrive2%06Freshsales2%
Freshsales2%07Less Annoying CRM2%
Less Annoying CRM2%08Nutshell2%
Nutshell2%09Microsoft Dynamics 365 Sales0%
Microsoft Dynamics 365 Sales0%10Close0%
Close0%11Bitrix240%
Bitrix240%What they warned about
Five of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, 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 Sales Cloud35%
17 of 49 labels negative · 10 of 12 models · 5 hard negative
“Don't buy Salesforce unless you're an enterprise with admin expertise and budget for the true TCO.” DeepSeek V4 Flash, negative prompt
HubSpot CRM19%
10 of 54 labels negative · 8 of 12 models · 3 hard negative
“CRMs to Approach with High Caution... HubSpot: Tops lists with 300+ negative G2 reviews (capped), Risk Score 100/100” Grok 4.20, negative prompt
Zoho CRM13%
7 of 54 labels negative · 7 of 12 models · 3 hard negative
“Zoho CRM: 300+ negative G2 reviews... Affordable but frustrating for growing teams.” Grok 4.20, negative prompt
Pipedrive9%
4 of 46 labels negative · 4 of 12 models
“Avoid if you have marketing + sales + customer success teams... Pipedrive (7/100)” MiniMax M2.5, 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
17 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. 216 links across 118 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.
6 answers · 6 citations · 2 models
vendor site · Reddit5 answers · 14 citations · 2 models
vendor site · YouTube5 answers · 10 citations · 1 model
vendor site · Monday.com5 answers · 6 citations · 2 models
vendor site · HubSpot5 answers · 5 citations · 4 models
vendor site · Salesforce4 answers · 6 citations · 2 models
vendor site · Salesflare4 answers · 5 citations · 1 model
vendor site · Nutshell4 answers · 5 citations · 2 models
vendor site · ClickUp4 answers · 4 citations · 2 models
4 answers · 4 citations · 2 models
vendor site · folk3 answers · 4 citations · 2 models
vendor site · BIGContacts3 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.
5 answers · 2 models
4 answers · 2 models
3 answers · 2 models
3 answers · 2 models
3 answers · 2 models
3 answers · 3 models
3 answers · 2 models
3 answers · 1 model
3 answers · 1 model
2 answers · 1 model
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 crm”, “crm”. 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 |
|---|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot CRM 41%, HubSpot Sales Hub 18% | 59% | 687 | 368,000 | 9,776 | ||||
| Zoho parent site Zoho CRM 10% | 10% | 331 | 49,500 | 660 | ||||
| Salesforce parent site Salesforce Sales Cloud 10% | 10% | 318 | 550,000 | 60,632 | ||||
| Coevera coevera.com | 4% | 7 | 50 | 0 | 4,906 | |||
| Zoho bigin.com Bigin by Zoho 4% | 4% | 74 | 210 | 33 | 1,980 | 0 | ||
| Pipedrive pipedrive.com | 2% | 360 | 49,500 | 598 | 418,149 | $55 | 97 | 8 |
| Freshsales freshworks.com | 2% | 138 | 1,600 | 38 | 111,586 | $14,486 | 113 | |
| Less Annoying CRM lessannoyingcrm.com | 2% | 39 | 6,600 | 15 | 7,648 | 6 | ||
| Nutshell nutshell.com | 2% | 31 | 22,200 | 4,189 | 25,099 | 37 | ||
| Salesflare salesflare.com | 2% | 26 | 720 | 9 | 23,804 | 1 |
Google's top ten for the two searches hold 13 sites; 4 of them are among the sites the models cited here (hubspot.com, monday.com, reddit.com, salesforce.com). The first result for “best crm” is salesforce.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 CRM for a mid-market B2B company?”Paraphrase“Which customer relationship management system would you recommend to a mid-sized B2B company?”Comparative“What are the top CRMs and how do they differ?”Budget-constrained“What is the best CRM for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a CRM. What should we look at?”Negative“Which CRMs should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldagainst: Salesforce Sales Cloudno first choiceHubSpot CRM, Zoho CRMno first choicenothing named
GPT-5.4 miniHubSpot Sales Hub, Salesforce Sales CloudHubSpot CRMChangedagainst: Salesforce Sales CloudHubSpot CRM, Salesforce Sales CloudHubSpot CRMno first choicenothing named
One alternative
Microsoft Dynamics 365 SalesTwo alternatives
Microsoft Dynamics 365 Sales, Zoho CRMThree alternatives
Microsoft Dynamics 365 Sales, Pipedrive, Zoho CRMFour alternatives
Freshsales, Pipedrive, Salesforce Free Suite, Zoho CRMGemini 3.5 FlashHubSpot CRMHubSpot Sales HubChangedSalesforce Sales CloudBigin by Zoho, Zoho CRMagainst: Odoo, Salesforce Sales Cloud, SuiteCRMHubSpot CRM, Salesforce Sales Cloudagainst: Act!, ClickUp, Highrise, HubSpot CRM, Keap, Maximizer, Microsoft Dynamics 365 Sales, Monday.com, Notion, Salesforce Sales Cloud, Zoho CRM
Three alternatives
Pipedrive, Salesforce Sales Cloud, Zoho CRMThree alternatives
Pipedrive, Salesforce Sales Cloud, Zoho CRMFour alternatives
HubSpot CRM, Pipedrive, Zoho CRM, monday CRMFour alternatives
Freshsales, HubSpot CRM, Less Annoying CRM, PipedriveOne alternative
Microsoft Dynamics 365 SalesPerplexity SonarHubSpot Sales HubHubSpot CRMChangedno first choiceHubSpot CRMno first choicenothing named
Four alternatives
Coevera, Freshsales, Salesforce Sales Cloud, Zoho CRMFour alternatives
Nutshell, Pipedrive, Salesforce Sales Cloud, Zoho CRMThree alternatives
Bigin by Zoho, Freshsales, Zoho CRMGrok 4.20HubSpot CRM, Pipedriveagainst: Salesforce Sales CloudHubSpot CRMChangedagainst: Salesforce Sales Cloudno first choiceZoho CRMagainst: PipedriveHubSpot CRM, Salesforce Sales Cloudagainst: Bitrix24, Freshsales, HubSpot CRM, Insightly, Kommo, Salesforce Sales Cloud, Zoho CRM
Three alternatives
Freshsales, Salesflare, Zoho CRMThree alternatives
Nutshell, Pipedrive, Zoho CRMFour alternatives
HubSpot CRM, Pipedrive, Salesforce Sales Cloud, Zoho CRMThree alternatives
Bitrix24, HubSpot CRM, Less Annoying CRMTwo alternatives
Microsoft Dynamics 365 Sales, ReworkdMistral SmallHubSpot Sales Hubagainst: Salesforce Sales CloudSalesflareChangedSalesforce Sales CloudZoho CRMagainst: HubSpot CRMno first choiceagainst: HubSpot CRM, Pipedrive, Salesforce Sales Cloud
Three alternatives
Freshsales, Microsoft Dynamics 365 Sales, SalesflareFive alternatives
Freshsales, HubSpot CRM, HubSpot Sales Hub, Nutshell, PipedriveNine alternatives
Bitrix24, ClickUp, EngageBay, HubSpot CRM, Microsoft Dynamics 365 Sales, Monday.com, Pipedrive, Zendesk Sell, Zoho CRMThree alternatives
Bitrix24, EngageBay, FreshsalesDeepSeek V4 FlashHubSpot CRMagainst: Salesforce Sales CloudHubSpot CRMHeldagainst: Salesforce Sales Cloudno first choiceHubSpot CRMDynamics 365, HubSpot CRM, Salesforce Sales Cloudagainst: Bitrix24, Freshsales, HubSpot CRM, Keap, Salesforce Sales Cloud, Zoho CRM
Four alternatives
Attio, Pipedrive, Salesflare, Zoho CRMThree alternatives
Microsoft Dynamics 365 Sales, Pipedrive, Zoho CRMEight alternatives
Close, Copper, HubSpot CRM, Microsoft Dynamics 365 Sales, Pipedrive, Salesforce Sales Cloud, Zoho CRM, monday CRMFour alternatives
Bigin by Zoho, EngageBay, Freshsales, Zoho CRMOne alternative
Zoho CRMLlama 4 MaverickCoeveraCoeveraHeldno first choiceNutshellno first choicenothing named
Three alternatives
Freshsales, NetSuite, SalesflareFour alternatives
Bitrix24, Freshsales, HubSpot CRM, Zoho CRMQwen 3.7 FlashHubSpot Sales HubHubSpot CRM, HubSpot Sales HubChangedno first choiceHubSpot CRMagainst: AgileCRMno first choiceagainst: Act!, GoldMine, HubSpot CRM, Microsoft Dynamics 365 Sales, Salesforce Sales Cloud, SugarCRM, Zoho CRM
Seven alternatives
Close, Coevera, Microsoft Dynamics 365 Sales, Pipedrive, Salesforce Sales Cloud, Zoho CRM, Zoho OneFive alternatives
Freshsales, Monday.com, Nutshell, Pipedrive, Salesforce Sales CloudSix alternatives
Close, HubSpot CRM, Microsoft Dynamics 365 Sales, Pipedrive, Salesforce Sales Cloud, Zoho CRMThree alternatives
Bitrix24, Pipedrive, Zoho CRMKimi K2HubSpot Sales Hubagainst: Salesforce Sales CloudHubSpot Sales HubHeldno first choiceFreshsales, Zoho CRMagainst: HubSpot CRMHubSpot CRM, Salesforce Pro Suiteagainst: HubSpot CRM, Keap, Pipedrive, Salesforce Sales Cloud, Zoho CRM
Four alternatives
Freshsales, Pipedrive, Salesflare, Zoho CRMThree alternatives
Pipedrive, Salesforce Sales Cloud, Zoho CRMFive alternatives
HubSpot CRM, Microsoft Dynamics 365 Sales, Pipedrive, Salesforce Sales Cloud, Zoho CRMOne alternative
Bitrix24One alternative
Microsoft Dynamics 365 SalesGLM 4.7 FlashXHubSpot CRMHubSpot CRMHeldno first choiceHubSpot CRMno first choiceagainst: HubSpot CRM, Salesforce Sales Cloud, Zoho CRM
Seven alternatives
Close, Monday.com, Nutshell, Pipedrive, Pipeline CRM, Salesforce Sales Cloud, Zoho CRMFour alternatives
Microsoft Dynamics 365 Sales, Pipedrive, Salesforce Sales Cloud, Zoho CRMEight alternatives
Attio, Close, Copper, HubSpot CRM, Microsoft Dynamics 365 Sales, Pipedrive, Salesforce Sales Cloud, Zoho CRMFour alternatives
1CRM, Pipedrive, Salesflare, Zoho CRMMiniMax M2.5HubSpot Sales HubHubSpot CRM, Salesforce Sales CloudChangedno first choiceBigin by Zoho, Less Annoying CRMno first choiceagainst: Close, Freshsales, GoHighLevel, HubSpot CRM, Monday.com, Pipedrive, Salesforce Sales Cloud, Zoho CRM, ZoomInfo
Three alternatives
Microsoft Dynamics 365 Sales, NetSuite, Zoho CRMThree alternatives
EngageBay, HubSpot CRM, Zoho CRMBold 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 | 2026-09-15 01:34 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:08 | yes | 1 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:29 | yes | 22 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:24 | yes | 20 | 5 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 03:23 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:51 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:45 | yes | 0 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:25 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:35 | yes | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:58 | yes | 0 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:01 | yes | 0 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:10 | yes | 0 | 12 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:30 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:32 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:26 | yes | 12 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:26 | 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) | 2026-09-15 04:04 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:13 | yes | 0 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:15 | yes | 0 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:34 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:04 | yes | 0 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:48 | yes | 0 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:50 | no | 0 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:03 | no | 0 | 8 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:39 | yes | 8 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:44 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:03 | yes | 7 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 01:21 | yes | 20 | 9 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 01:30 | yes | 0 | 4 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:06 | yes | 0 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:08 | yes | 0 | 15 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:30 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:57 | yes | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:54 | yes | 0 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:11 | yes | 0 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:35 | yes | 0 | 11 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:31 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:46 | yes | 1 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:38 | yes | 12 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 03:33 | yes | 19 | 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) | 2026-09-14 22:55 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:44 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:21 | yes | 0 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:24 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:01 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:05 | yes | 0 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:09 | yes | 0 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:58 | yes | 0 | 9 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:06 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:02 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:45 | yes | 9 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-14 23:04 | yes | 20 | 8 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 02:00 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:59 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:12 | yes | 0 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:36 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:18 | yes | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:52 | yes | 0 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:19 | yes | 0 | 14 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:30 | yes | 0 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:10 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:35 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:57 | yes | 16 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:33 | 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) | 2026-09-15 01:08 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:12 | yes | 0 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:48 | yes | 0 | 67 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 05:04 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:04 | yes | 0 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:39 | yes | 0 | 46 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:06 | yes | 0 | 62 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:59 | yes | 0 | 19 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
2 of 2 flipped
GPT-5.4 mini
3 of 4 flipped
Gemini 3.5 Flash
5 of 5 flipped
Perplexity Sonar
0 of 3 flipped
Grok 4.20
4 of 6 flipped
Mistral Small
2 of 4 flipped
DeepSeek V4 Flash
1 of 4 flipped
Llama 4 Maverick
3 of 3 flipped
Qwen 3.7 Flash
3 of 4 flipped
Kimi K2
4 of 4 flipped
GLM 4.7 FlashX
3 of 4 flipped
MiniMax M2.5
3 of 5 flipped
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
HubSpot read as HubSpot CRM
HubSpot (Free/Starter tiers) read as HubSpot CRM
HubSpot (Smart CRM) read as HubSpot CRM
Monday Sales CRM read as monday CRM
Oracle read as Oracle Sales
SAP read as SAP Sales Cloud
Salesforce read as Salesforce Sales Cloud
Salesforce (Sales Cloud — Professional or Enterprise) read as Salesforce Sales Cloud
Salesforce (Sales Cloud) read as Salesforce Sales Cloud
Zoho read as Zoho CRM
monday Sales CRM read as monday CRM
Unresolved, counted raw
1CRM
AgileCRM
Campaigns by Pipedrive
Maximizer
Pipedrive Power
Pipeliner
Reworkd
Salesforce Free Suite
Salesforce Pro Suite
SuperOffice
Discontinued, still offered
No shut-down product was recommended here.