Sales engagement platforms for enterprise buyers
Asked as “sales engagement platform”, and as “sales engagement tool”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
42%
Clear leader
42Outreach27Salesloft10HubSpot Sales Hub21others
42% 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 two 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 fifteen head-to-head pages: the top six 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
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Outreach42%
Outreach42%02Salesloft27%
Salesloft27%03Salesforce Sales Engagement10%
Salesforce Sales Engagement10%04HubSpot Sales Hub10%
HubSpot Sales Hub10%05Apollo.io2%
Apollo.io2%06Gong Engage0%
Gong Engage0%07Groove0%
Groove0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash and GLM 4.7 FlashX 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.
Apollo.io35%
11 of 31 labels negative · 10 of 12 models · 2 hard negative
“one guide says to avoid it when deliverability is critical, for enterprise deals above $100K, and for teams larger than 50 reps” Perplexity Sonar, negative prompt
Outreach26%
16 of 62 labels negative · 9 of 12 models · 5 hard negative
“When to Avoid: Teams under 300-500 reps; non-Salesforce CRMs; or those needing responsive support/fast setup.” Grok 4.20, negative prompt
Salesloft23%
14 of 61 labels negative · 9 of 12 models · 5 hard negative
“Platforms to Avoid ... Salesloft (Post-Clari Merger) - Primary Concern: Merged with Clari in December 2025, creating significant integration and pricing risk” MiniMax M2.5, negative prompt
HubSpot Sales Hub33%
9 of 27 labels negative · 7 of 12 models · 3 hard negative
“one guide says to avoid it if sending more than 5K emails/month because deliverability drops” Perplexity Sonar, 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
24 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. 313 links across 141 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 · Forecastio11 answers · 11 citations · 3 models
vendor site · La Growth Machine10 answers · 10 citations · 3 models
vendor site · Avoma9 answers · 11 citations · 3 models
vendor site · Salesloft7 answers · 8 citations · 4 models
vendor site · Kixie7 answers · 7 citations · 3 models
vendor site · Skylead7 answers · 7 citations · 3 models
vendor site · ZoomInfo6 answers · 8 citations · 2 models
vendor site · Instantly6 answers · 7 citations · 3 models
vendor site · Allegrow6 answers · 6 citations · 3 models
vendor site · Klenty6 answers · 6 citations · 2 models
vendor site · Rework6 answers · 6 citations · 2 models
vendor site · Sybill6 answers · 6 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.
11 answers · 3 models
9 answers · 3 models
8 answers · 3 models
7 answers · 3 models
7 answers · 3 models
6 answers · 3 models
6 answers · 2 models
5 answers · 3 models
5 answers · 2 models
4 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 sales engagement platform”, “sales engagement 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 |
|---|---|---|---|---|---|---|---|---|
| Outreach outreach.ai | 42% | 269 | 33,100 | 9,282 | 27,855 | $143 | 51 | |
| Salesloft salesloft.com | 27% | 292 | 18,100 | 445 | 52,058 | $4,229 | 74 | 5 |
| Salesforce parent site Salesforce Sales Engagement 10%, Salesforce Sales Cloud 4% | 13% | 318 | 550,000 | 60,632 | ||||
| HubSpot parent site HubSpot Sales Hub 10% | 10% | 687 | 368,000 | 9,776 | ||||
| Apollo.io apollo.io | 2% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| Dynamics 365 Sales Accelerator | 2% | |||||||
| Salesforce Salesloft | 2% | |||||||
| SmartReach.io smartreach.io | 2% | 15 | 40 | 0 | 42,870 | 0 | ||
| Gong gong.io Gong Engage 0% | 0% | 30 | 74,000 | 13,361 | 52,787 company | $1,556 | 120 | |
| Clari clari.com Groove 0% | 0% | 32 | 60,500 | 27,676 | 444,225 company |
Google's top ten for the two searches hold 11 sites; 4 of them are among the sites the models cited here (forecastio.ai, kixie.com, pipeline.zoominfo.com, salesloft.com). The first result for “best sales engagement platform” is forecastio.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 engagement platform for an enterprise B2B company?”Paraphrase“Which sales engagement tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade sales engagement platforms and how do they differ?”Budget-constrained“What is the best sales engagement 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 sales engagement platform. What should we look at?”Negative“Which sales engagement platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Outreach, SalesloftOutreachChangedOutreach, SalesloftSalesloftagainst: Outreachno first choiceagainst: Outreach
Two alternatives
Amplemarket, GrooveOne alternative
HubSpot Sales HubOne alternative
SmartleadGPT-5.4 miniSalesloftagainst: Apollo.io, HubSpot Sales HubOutreachChangedSalesloftApollo.iono first choiceagainst: Salesloft
One alternative
OutreachTwo alternatives
Salesforce Sales Engagement, SalesloftTwo alternatives
Groove, OutreachOne alternative
SalesloftGemini 3.5 FlashOutreachSalesloftChangedOutreach, SalesloftDynamics 365 Sales Accelerator, Salesforce Sales Engagementagainst: Gong Engage, Outreach, Salesloftno first choiceagainst: Apollo.io, Lemlist, Lusha, Mailshake, Mixmax, Reply.io, Woodpecker, Yesware, ZoomInfo Engage
Three alternatives
Gong Engage, Salesforce Sales Engagement, SalesloftThree alternatives
Gong Engage, Outreach, Salesforce Sales EngagementFour alternatives
Amplemarket, Apollo.io, Gong Engage, Salesforce Sales EngagementOne alternative
Apollo.ioPerplexity SonarOutreachagainst: HubSpot Sales HubOutreachHeldOutreach, Salesloftagainst: Groove, HubSpot Sales HubSmartReach.iono first choiceagainst: Apollo.io, HubSpot Sales Hub, Instantly, Klenty, Lemlist, Mailshake, Reply.io
Two alternatives
Salesforce Sales Engagement, SalesloftTwo alternatives
Salesforce Sales Engagement, SalesloftTwo alternatives
Gong Engage, Salesforce Sales EngagementTwo alternatives
Outreach, SalesloftGrok 4.20OutreachOutreachHeldOutreach, Salesloftagainst: Apollo.ioHubSpot Sales Hub, Salesforce Sales Engagementagainst: Outreach, SalesloftOutreach, Salesloftagainst: HubSpot Sales Hub, Outreach, Salesforce Sales Engagement, Salesloft
One alternative
SalesloftTwo alternatives
Salesforce Sales Engagement, SalesloftThree alternatives
Groove, Salesforce Sales Engagement, ZoomInfo EngageOne alternative
ZoomInfo SalesOSMistral SmallOutreachOutreach, SalesloftChangedOutreachHubSpot Sales Hub, Salesforce Sales Cloudagainst: Outreach, Salesloftno first choiceagainst: Apollo.io, Groove, Mixmax, Outreach, Salesloft, ToutApp
Two alternatives
Gong Engage, SalesloftTwo alternatives
Apollo.io, Salesforce Sales EngagementFive alternatives
Apollo.io, Mixmax, Reply.io, Salesforce Sales Engagement, SalesloftDeepSeek V4 FlashOutreach, SalesloftOutreachChangedOutreach, SalesloftSalesloftagainst: Instantly, OutreachOutreach, Salesloftagainst: Apollo.io, HubSpot Sales Hub, Instantly, Koncert, Lemlist, Mailshake, Nooks, Outreach, Revenue.io, Salesloft, Smartlead, Snov.io, Woodpecker, ZELIQ
Two alternatives
Amplemarket, NooksOne alternative
SalesloftTwo alternatives
Groove, Salesforce Sales EngagementTwo alternatives
HubSpot Sales Hub, Salesforce Sales EngagementLlama 4 MaverickOutreach, SalesloftSalesforce Sales CloudChangedOutreachno first choiceOutreach, Salesforce Sales Engagement, Salesloftnothing named
Two alternatives
La Growth Machine, WarmlyTwo alternatives
Apollo.io, SalesloftThree alternatives
Gong Engage, Groove, HubSpot Sales HubQwen 3.7 FlashSalesforce SalesloftSalesloftChangedOutreach, SalesloftHubSpot Sales Hub, Salesforce Sales Engagementagainst: Outreach, Salesloftno first choiceagainst: Apollo.io, Boomerang, Groove, HubSpot Sales Hub, Mixmax, Salesloft, Yesware
Two alternatives
Outreach, Sequences.aiTwo alternatives
Groove, OutreachThree alternatives
Apollo.io, Highspot, HubSpot Sales HubKimi K2OutreachOutreachHeldagainst: Apollo.io, Gong EngageOutreach, SalesloftSalesforce Sales Engagementagainst: Outreach, SalesloftOutreachagainst: Apollo.ioagainst: Dux-Soup, Groove, Mixmax, Outreach, Phantombuster, Salesforce Sales Engagement, Salesloft, ToutApp
Three alternatives
Apollo.io, Salesforce Sales Cloud, SalesloftOne alternative
SalesloftThree alternatives
Groove, HubSpot Sales Hub, Salesforce Sales EngagementOne alternative
GrooveTwo alternatives
Groove, SalesloftGLM 4.7 FlashXSalesloftOutreachChangedOutreach, SalesloftHubSpot Sales Hubagainst: Outreach, Salesloftno first choiceagainst: Apollo.io, Bigtincan, Drift, Gong Engage, Groove, Highspot, HubSpot Sales Hub, Mixmax, Outreach, Revenue Grid, Salesforce ClockWise, Salesforce Sales Engagement, Salesloft, Showpad, ToutApp
Three alternatives
Apollo.io, Gong Engage, OutreachOne alternative
SalesloftTen alternatives
Apollo.io, Gong Engage, Groove, HubSpot Sales Hub, Instantly, Kixie, Lemlist, Reply.io, Revenue.io, Salesforce Sales EngagementTwo alternatives
Apollo.io, Salesforce Sales EngagementMiniMax M2.5OutreachOutreachHeldOutreach, SalesloftHubSpot Sales Hub, Salesloftagainst: Instantly, Outreachno first choiceagainst: Apollo.io, Brainshark, Highspot, HubSpot Sales Hub, Outreach, Salesforce Sales Engagement, Salesloft, Showpad
One alternative
SalesloftThree alternatives
Groove, Salesloft, ZoomInfo EngageTwo alternatives
HubSpot Sales Hub, Salesforce Sales EngagementOne alternative
ZoomInfo EngageBold 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 00:06 | yes | 8 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:38 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:37 | yes | 19 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:49 | 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) | 2026-09-14 23:59 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:18 | yes | 0 | 12 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:08 | yes | 0 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:57 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:45 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:28 | yes | 0 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:42 | yes | 0 | 131 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:13 | yes | 0 | 9 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:23 | yes | 7 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:52 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:54 | yes | 16 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 23:56 | yes | 20 | 5 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 22:58 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:29 | yes | 0 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:34 | yes | 0 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:03 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:43 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:12 | yes | 0 | 48 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 22:53 | yes | 0 | 11 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:42 | yes | 0 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:44 | yes | 11 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:34 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:50 | yes | 19 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 00:37 | yes | 19 | 8 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) | 2026-09-14 23:05 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:55 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:50 | yes | 0 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:45 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:26 | no | 0 | 49 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:54 | yes | 0 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:28 | yes | 0 | 112 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:49 | yes | 0 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:06 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:44 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:36 | yes | 19 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 01:17 | yes | 20 | 5 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 04:31 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:42 | yes | 0 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:58 | yes | 0 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:40 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:32 | yes | 0 | 86 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:17 | yes | 0 | 88 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:27 | yes | 0 | 47 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:43 | yes | 0 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:11 | yes | 16 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:47 | yes | 1 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:57 | yes | 11 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:19 | 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 03:38 | yes | 0 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:54 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:56 | yes | 0 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:53 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:13 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:48 | yes | 0 | 96 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:47 | yes | 0 | 20 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:18 | yes | 0 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:58 | yes | 15 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:53 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:21 | yes | 21 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-14 23:14 | 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 23:12 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:30 | yes | 0 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:03 | yes | 0 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:06 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:01 | yes | 0 | 52 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:37 | yes | 0 | 63 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:40 | yes | 0 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:09 | yes | 0 | 39 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
Clari read as Groove
Gong read as Gong Engage
HubSpot read as HubSpot Sales Hub
HubSpot (Sales Hub) read as HubSpot Sales Hub
Salesforce read as Salesforce Sales Engagement
ZoomInfo read as ZoomInfo Engage
ZoomInfo Engagement read as ZoomInfo Engage
ZoomInfo Sales read as ZoomInfo Engage
Unresolved, counted raw
Boomerang
Dynamics 365 Sales Accelerator
Salesforce ClockWise
Salesforce Salesloft
ZELIQ
Discontinued, still offered
No shut-down product was recommended here.