Sales enablement and content for small business buyers
Asked as “sales enablement platform”, and as “sales content management tool”, on behalf of a small B2B company. 62 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
61%
Clear leader
61HubSpot Sales Hub08Paperflite05Dock26others
61% of first choices, clear leader.
Since September 2026▲+9Since September 2026: 53% → 62%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.HubSpot Sales Hub held the lead, +9 points on 53%, inside the 11-point floor.
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 business
HubSpot Sales Hub61%Clear leader▲+9Since September 2026: 53% → 62%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketHubSpot Sales Hub29%Contested↗new leaderNew leader since September 2026: HubSpot Sales Hub (29%) replaces Dock (19% then, 17% now), 12 points clear, past the 11-point floor.Standing →Enterprise
Seismic58%Clear leader▼−7Since September 2026: 64% → 57%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
HubSpot Sales Hub61%Clear leader▲+9Since September 2026: 53% → 62%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketHubSpot Sales Hub29%Contested↗new leaderNew leader since September 2026: HubSpot Sales Hub (29%) replaces Dock (19% then, 17% now), 12 points clear, past the 11-point floor.Standing →EnterpriseSeismic58%Clear leader▼−7Since September 2026: 64% → 57%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01HubSpot Sales Hub61%6%70endorsed leader▲+9Since September 2026: 53% → 62%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.53% → 62%
HubSpot Sales Hub61%6%70endorsed leader▲+9Since September 2026: 53% → 62%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.53% → 62%02
Paperflite8%0%13accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
Paperflite8%0%13accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%03
Dock5%4%27accepted challenger▼−3Since September 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 4%
Dock5%4%27accepted challenger▼−3Since September 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 4%04
Apollo.io2%10%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Apollo.io2%10%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%05
Showpad2%64%36criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Showpad2%64%36criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%06
Highspot2%78%55criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Highspot2%78%55criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the five products at 0%, ordered by negative rate
11Seismic0%90%51criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Seismic0%90%51criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%10
MindTickle0%68%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
MindTickle0%68%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Salesforce Sales Cloud0%64%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Salesforce Sales Cloud0%64%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Gong Enable0%56%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Gong Enable0%56%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
SalesHood0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
SalesHood0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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.
All twenty-eight head-to-head pages: the top eight products, each against each
HubSpot Sales Hub vs ShowpadHubSpot Sales Hub vs MindTickleHubSpot Sales Hub vs SalesHoodHubSpot Sales Hub vs SeismicHighspot vs DockHighspot vs PaperfliteHighspot vs ShowpadHighspot vs MindTickleHighspot vs SalesHoodHighspot vs SeismicDock vs PaperfliteDock vs ShowpadDock vs MindTickleDock vs SalesHoodDock vs SeismicPaperflite vs ShowpadPaperflite vs MindTicklePaperflite vs SalesHoodPaperflite vs SeismicShowpad vs MindTickleShowpad vs SalesHoodShowpad vs SeismicMindTickle vs SalesHoodMindTickle vs SeismicSalesHood vs Seismic
One product takes 61% of first choices here, so the chart would put ten markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Six products carry a negative rate above 25% in this category.
What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Seismic90%
46 of 51 labels negative · 14 of 14 models · 22 hard negative
“small businesses should be cautious about or avoid the following sales enablement platforms: 1. **Seismic and Highspot** – These platforms are currently mid-merger and are noted for being expensive” Mistral Small, negative prompt
Highspot78%
43 of 55 labels negative · 13 of 14 models · 23 hard negative
“These enterprise content platforms are considered over-engineered and overpriced for mid-market deployments.” Llama 4 Maverick, negative prompt
Showpad64%
23 of 36 labels negative · 12 of 14 models · 12 hard negative
“Small businesses should be cautious with enterprise-focused sales enablement platforms like Seismic, Highspot, Showpad, and Mindtickle, as they're often overkill” Grok 4.1 Fast, negative prompt
MindTickle68%
19 of 28 labels negative · 11 of 14 models · 10 hard negative
“Mindtickle suits sales readiness for larger onboarding but not "SMBs with quick deal closures or transactional sales."” Grok 4.1 Fast, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 982 links across 182 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · HubSpot35 answers · 54 citations · 12 models
vendor site · Dock33 answers · 50 citations · 13 models
vendor site · CloudTalk33 answers · 33 citations · 9 models
30 answers · 45 citations · 12 models
29 answers · 35 citations · 12 models
vendor site · Nextiva29 answers · 29 citations · 11 models
28 answers · 28 citations · 9 models
vendor site · Prospeo23 answers · 29 citations · 10 models
vendor site · WorksBuddy22 answers · 22 citations · 11 models
21 answers · 22 citations · 8 models
vendor site · Capterra21 answers · 21 citations · 9 models
vendor site · Zeeg19 answers · 19 citations · 9 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.
33 answers · 9 models
29 answers · 11 models
28 answers · 9 models
23 answers · 9 models
22 answers · 11 models
21 answers · 8 models
19 answers · 9 models
18 answers · 11 models
16 answers · 9 models
14 answers · 8 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 sales enablement platform”, “sales enablement 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 |
|---|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Sales Hub 61% | 61% | 693 | 368,000 | 9,776 | ||||
| Paperflite paperflite.com | 8% | 32 | 720 | 13 | 17,387 | 0 | ||
| Dock dock.us | 5% | 307 | 90,500 | 81,222 | 39,016 | 0 | 8 | |
| Showell showell.com | 5% | 16 | ||||||
| Guru getguru.com | 3% | 100 | 60,500 | 17,065 | 79,461 | 10 | ||
| Content Camel contentcamel.io | 3% | 7 | ||||||
| Pipedrive pipedrive.com | 2% | 370 | 49,500 | 598 | 418,149 | $55 | 97 | |
| Apollo.io apollo.io | 2% | 1000 | 33,100 | 396 | 111,608 | 94 | ||
| Spekit spekit.com | 2% | 94 | 1,900 | 15 | 3,062 | $86 | 33 | |
| Salesforce parent site Salesforce Sales Programs 2% | 2% | 11 | 550,000 | 60,632 |
Google's top ten for the two searches hold 17 sites; 1 of them are among the sites the models cited here (dock.us). The first result for “best sales enablement platform” is revenuebase.ai.
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 sales enablement platform for a small B2B company?”Paraphrase“Which sales content management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top sales enablement platforms for a small team and how do they differ?”Budget-constrained“What is the best sales enablement platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a sales enablement platform. What should we look at?”Negative“Which sales enablement platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot Sales HubContent Camel, PaperfliteChangedagainst: SeismicHubSpot Sales Hubagainst: MindTickle, SeismicHubSpot Sales Hub, Zohono first choiceagainst: Bigtincan, Dropbox Sign, Mediafly, MindTickle, Outreach, SalesHood, Salesforce Sales Cloud, Seismic
Three alternatives
Apollo.io, Dock, MindTickleOne alternative
MembrainTwo alternatives
Allego, Apollo.ioTwo alternatives
Dock, LinkmateGPT-5.4 miniHubSpot Sales Hubagainst: SeismicHubSpot Sales HubHeldHubSpot Sales Hubagainst: Highspot, MindTickle, SeismicHubSpot Sales Hubagainst: Highspot, MindTickle, Seismicno first choiceagainst: Allego, Bigtincan, DocSend, Highspot, Mediafly, MindTickle, Pitcher, Salesloft, Seismic, Showpad
Two alternatives
Consensus, MindTickleFour alternatives
Dock, Flowla, Highspot, ShowpadTwo alternatives
Allego, SalesHoodOne alternative
SalesReach for HubSpotGemini 3.5 FlashDock, HubSpot Sales Hubagainst: Highspot, MindTickle, SeismicDockChangedagainst: Highspot, MindTickle, SeismicHubSpot Sales Hubagainst: Bigtincan, Highspot, Seismic, ShowpadHubSpot Sales Hub, Showellagainst: DocSend, Highspot, Seismic, ShowpadHubSpot Sales Hubagainst: Gong Enable, Highspot, MindTickle, Seismicagainst: Apollo.io, Bigtincan, DocSend, Highspot, Pitcher, Salesforce Agentforce, Seismic, Showpad
Five alternatives
PandaDoc, Paperflite, Qwilr, Showell, TrumpetFive alternatives
DocSend, HubSpot Sales Hub, PandaDoc, Paperflite, QwilrThree alternatives
Content Camel, Dropbox DocSend, SpekitTwo alternatives
Dock, NotionSix alternatives
Apollo.io, DocSend, Dock, Fathom, Grain, TrumpetPerplexity SonarHubSpot Sales Hubagainst: SpekitHubSpot Sales HubHeldHubSpot Sales Hubagainst: HighspotHubSpot Sales Hubagainst: Consensusno first choiceagainst: Highspot, HubSpot Sales Hub, MindTickle, Seismic, Showpad
Three alternatives
Dock, GetAccept, PipedriveThree alternatives
Dock, Paperflite, ShowellThree alternatives
Consensus, Pipedrive, SalesHoodTwo alternatives
Pipedrive, SuperedGrok 4.1 FastHubSpot Sales Hubagainst: Highspot, Salesloft, Seismic, ShowpadShowellChangedagainst: Highspot, SeismicHubSpot Sales Hub, Pipedriveagainst: Gong Enable, Highspot, Seismic, ShowpadHubSpot Sales Hubagainst: Gong Enable, Highspot, Seismicno first choiceagainst: Chorus by ZoomInfo, Gong Enableagainst: Highspot, MindTickle, Salesforce Sales Cloud, Seismic, Showpad
One alternative
PandaDocTwo alternatives
HubSpot Sales Hub, PaperfliteTwo alternatives
ClickUp, Salesforce Sales CloudOne alternative
DockMistral SmallHubSpot Sales HubPaperflite, ShowellChangedDock, HubSpot Sales Hubagainst: Highspot, SeismicHubSpot Sales HubGuru, HubSpot Salesagainst: Bigtincan, Highspot, Seismic, Showpad
Two alternatives
Apollo.io, CustifyOne alternative
SeismicOne alternative
Gong EnableOne alternative
CleanlistTwo alternatives
Highspot, ShowpadDeepSeek V4 FlashHubSpot Sales Hubagainst: Gong Enable, Highspot, SeismicHubSpot Sales Hub, PaperfliteChangedagainst: Google Drive, Highspot, OneDrive, Seismic, ShowpadHubSpot Sales Hubagainst: Highspot, MindTickle, Seismic, ShowpadHubSpot Sales Hubagainst: Highspot, MindTickle, Seismic, ShowpadHubSpot Sales Hubagainst: Highspot, Seismicagainst: Brainshark, Highspot, MindTickle, Salesforce Sales Cloud, Seismic, Showpad
Four alternatives
CloudTalk, Loom, PandaDoc, monday CRMThree alternatives
Guru, Spekit, TrainualFour alternatives
Calendly, Dock, Google Drive, LoomFive alternatives
Dock, MindTickle, Paperflite, SalesHood, ShowpadLlama 4 Maverickno first choiceHubSpot Sales HubChangedno first choiceHubSpot Sales HubHubSpot Sales Hubagainst: Highspot, Seismicagainst: Highspot, MindTickle, Seismic
Two alternatives
Prospeo, ShowpadThree alternatives
Consensus, Guru, TrumpetThree alternatives
Cleanlist, Gong Enable, MindTickleQwen 3.7 FlashHubSpot Sales HubHubSpot Sales HubHeldagainst: Highspot, SeismicHubSpot Sales HubHubSpot Sales Hubagainst: Gong Enable, Highspot, SeismicHubSpot Sales Hub, Salesforce Sales Programsagainst: Highspot, Seismicagainst: Allego, Highspot, Mediafly, MindTickle, Seismic, Showpad
Three alternatives
Gong Enable, Highspot, ShowpadOne alternative
KlyckThree alternatives
Highspot, MindTickle, SybillThree alternatives
Loom, Showell, Zoho CRMFive alternatives
Alpine, Crossbeam, Gong Enable, Sevion, TerraKimi K2HubSpot Sales HubContent CamelChangedagainst: Highspot, Mediafly, Seismic, ShowpadHubSpot Sales Hubagainst: Highspot, Outreach, Salesloft, Seismic, ShowpadHubSpot Sales Hubagainst: Highspot, Seismic, ShowpadGuru, HubSpot Sales Hub, Spekitagainst: Chorus by ZoomInfo, Gong Enable, Highspot, HubSpot Sales Hub, MindTickle, Outreach, Salesloft, Seismic, Showpad
Two alternatives
Pipedrive, Salesforce Sales CloudThree alternatives
DocSend, HubSpot Sales Hub, PaperfliteThree alternatives
EngageBay, Reply.io, Salesforce Sales CloudTwo alternatives
EngageBay, MembrainOne alternative
SalesHoodGLM 4.7 FlashXHubSpot Sales Hubagainst: Highspot, Salesforce Sales CloudPaperfliteChangedagainst: Highspot, SeismicHubSpot Sales Hubagainst: Salesforce Sales CloudHubSpot Sales Hubno first choiceagainst: Bigtincan, Gong Enable, Highspot, HubSpot Sales Hub, MindTickle, Outreach, Salesloft, Seismic, Showpad
One alternative
Apollo.ioOne alternative
HubSpot Sales HubFive alternatives
Gong Enable, Highspot, MindTickle, Outreach, ShowpadThree alternatives
CloudTalk, Dock, TangoMiniMax M2.5Apollo.io, HubSpot Sales HubHubSpot Sales HubChangedHubSpot Sales Hubagainst: Highspot, SeismicHubSpot Sales Hub, Pipedriveagainst: Salesforce Sales CloudHighspot, HubSpot Sales Hub, Showpadagainst: Seismicagainst: Highspot, HubSpot Sales Hub, Seismic, Showpad
Two alternatives
Klyck, PaperfliteThree alternatives
EngageBay, Pipedrive, Salesforce Sales CloudTwo alternatives
Bitrix24, CloseThree alternatives
Lessonly, Outreach, SalesloftGPT-6 LunaDockagainst: Highspot, ShowpadHubSpot Sales HubChangedHubSpot Sales Hubagainst: SeismicSoloFireagainst: Showellno first choiceagainst: Highspot, Seismic, Showpad
One alternative
HubSpot Sales HubOne alternative
ShowellThree alternatives
Dock, Guru, SalesHoodOne alternative
Zoho CRMMuse Glimmer 30BHubSpot Sales HubPaperfliteChangedDock, HubSpot Sales Hubagainst: Highspot, SeismicHubSpot Sales Hubagainst: MindTickle, Seismic Enablement Cloudno first choiceagainst: Dock, Gong Enable, Highspot, MindTickle, Salesforce Sales Cloud, Seismic, Showpad
Four alternatives
Apollo.io, Dock, Highspot, ZeegThree alternatives
Content Camel, Dock, HubSpot Sales HubOne alternative
ShowpadThree alternatives
Bitrix24, Dock, EngageBayBold 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. Full answer text is in the free responses file. Download the record
Eighty-four 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 | 2026-10-01 12:58 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:45 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:01 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:14 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:33 | yes | 22 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:41 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:55 | yes | 17 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:13 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:26 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:02 | yes | 9 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:07 | yes | 17 | 15 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:01 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:19 | yes | 3 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:07 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:40 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:19 | yes | 1 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:01 | yes | 11 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:08 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:12 | yes | 24 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:21 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:44 | yes | 24 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:16 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:49 | yes | 5 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:51 | yes | 18 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:17 | yes | 24 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:37 | yes | 5 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:58 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:28 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:00 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:44 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:18 | yes | 17 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:56 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:39 | yes | 23 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:17 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:52 | yes | 23 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:41 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:42 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:17 | yes | 20 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:07 | yes | 14 | 20 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:50 | yes | 19 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:29 | yes | 5 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:53 | yes | 21 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:30 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:03 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:35 | yes | 15 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:08 | yes | 17 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:21 | yes | 22 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:24 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:05 | yes | 22 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:28 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:58 | yes | 14 | 37 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:16 | yes | 16 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:39 | yes | 15 | 108 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:37 | yes | 5 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:31 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:40 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:54 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:37 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:50 | yes | 8 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:04 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:08 | yes | 18 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:35 | no | 0 | 12 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:28 | yes | 20 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:58 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:29 | yes | 5 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:54 | yes | 14 | 15 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:36 | no | 0 | 68 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:16 | yes | 5 | 59 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:31 | yes | 1 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:23 | yes | 15 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:02 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:57 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:03 | yes | 16 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:52 | yes | 17 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:17 | yes | 22 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:42 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:00 | yes | 24 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:05 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:35 | yes | 5 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:06 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:14 | yes | 15 | 66 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:37 | yes | 23 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:55 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:04 | yes | 22 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Gong read as Gong Enable
HubSpot read as HubSpot Sales Hub
HubSpot (Sales Hub + Content Hub) read as HubSpot Sales Hub
Salesforce read as Salesforce Sales Programs
Unresolved, counted raw
Alpine
Dropbox DocSend
HubSpot Sales
Linkmate
SalesReach for HubSpot
Sevion
Terra
Zoho
Discontinued, still offered
No shut-down product was recommended here.