Sales engagement platforms for small business buyers
Asked as “sales engagement platform”, and as “sales engagement tool”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
50%
Clear leader
50Apollo.io13Klenty10HubSpot Sales Hub27others
50% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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 small business.
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
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Apollo.io50%
Apollo.io50%02Klenty13%
Klenty13%03HubSpot Sales Hub10%
HubSpot Sales Hub10%04Mailshake6%
Mailshake6%05Reply.io6%
Reply.io6%06Unify4%
Unify4%07SmartReach.io4%
SmartReach.io4%08Instantly2%
Instantly2%09Mixmax0%
Mixmax0%10Lemlist0%
Lemlist0%11Smartlead0%
Smartlead0%12Salesloft0%
Salesloft0%13Outreach0%
Outreach0%What they warned about
Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, Llama 4 Maverick, Kimi K2 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.
Outreach94%
44 of 47 labels negative · 12 of 12 models · 23 hard negative
“best sales engagement platforms to avoid or be cautious about are Outreach and Salesloft, as they are enterprise-grade tools that are overkill” Llama 4 Maverick, negative prompt
Salesloft92%
44 of 48 labels negative · 12 of 12 models · 23 hard negative
“avoid or be cautious about are Outreach and Salesloft, as they are enterprise-grade tools that are overkill for most small businesses” Llama 4 Maverick, negative prompt
Salesforce Sales Engagement88%
7 of 8 labels negative · 6 of 12 models · 6 hard negative
“Why to avoid: ... the total cost of ownership is high... Overkill unless your company is already a mature Salesforce shop.” Qwen 3.7 Flash, negative prompt
Groove50%
4 of 8 labels negative · 4 of 12 models · 4 hard negative
“Groove: Now part of Clari/Salesloft merger, complex pricing” Mistral Small, direct 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. 265 links across 107 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 · Klenty10 answers · 10 citations · 2 models
9 answers · 16 citations · 3 models
vendor site · Forecastio9 answers · 9 citations · 3 models
vendor site · HubSpot8 answers · 9 citations · 3 models
vendor site · La Growth Machine7 answers · 9 citations · 3 models
7 answers · 9 citations · 3 models
vendor site · Avoma7 answers · 7 citations · 2 models
7 answers · 7 citations · 3 models
vendor site · Nooks7 answers · 7 citations · 3 models
6 answers · 6 citations · 3 models
vendor site · Mixmax6 answers · 6 citations · 3 models
vendor site · ZoomInfo5 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.
9 answers · 2 models
8 answers · 3 models
7 answers · 2 models
7 answers · 2 models
7 answers · 3 models
7 answers · 3 models
5 answers · 2 models
5 answers · 2 models
5 answers · 3 models
5 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 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 |
|---|---|---|---|---|---|---|---|
| Apollo.io apollo.io | 50% | 1010 | 33,100 | 396 | 111,608 | 94 | |
| Klenty klenty.com | 13% | 45 | 480 | 10 | 20,066 | 1 | |
| HubSpot parent site HubSpot Sales Hub 10%, HubSpot Sales Starter 0% | 10% | 687 | 368,000 | 9,776 | |||
| Mailshake mailshake.com | 6% | 20 | 1,300 | 3 | 18,061 | 1 | |
| Reply.io reply.io | 6% | 62 | 720 | 42 | 36,886 | 20 | |
| Unify unifygtm.com | 4% | 35 | 33,100 | 29,422 | 22,100 | 0 | |
| SmartReach.io smartreach.io | 4% | 15 | 40 | 0 | 42,870 | 0 | |
| Instantly instantly.ai | 2% | 107 | 74,000 | 87,944 | 59,881 | $986 | 17 |
| Zoho bigin.com Bigin by Zoho 2% | 2% | 74 | 210 | 33 | 1,980 | 0 | |
| Saleshandy saleshandy.com | 2% | 16 | 2,400 | 20 | 193,553 | 2 |
Google's top ten for the two searches hold 11 sites; 4 of them are among the sites the models cited here (forecastio.ai, learn.g2.com, nooks.ai, pipeline.zoominfo.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 a small B2B company?”Paraphrase“Which sales engagement tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top sales engagement platforms for a small team and how do they differ?”Budget-constrained“What is the best sales engagement platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a sales engagement platform. What should we look at?”Negative“Which sales engagement platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Klenty, Mailshake, Reply.ioKlentyChangedagainst: Outreach, SalesloftKlenty, Mailshake, Reply.ioagainst: Outreach, SalesloftKlenty, Mailshake, Reply.ioagainst: Outreach, Salesloftno first choiceagainst: Instantly, Outreach, Salesloft
Three alternatives
Apollo.io, Growbots, LemlistThree alternatives
HubSpot Sales Hub, Mailshake, Reply.ioThree alternatives
Apollo.io, HubSpot Sales Hub, YeswareFive alternatives
Apollo.io, Bigin by Zoho, HubSpot Sales Hub, Lemlist, MixmaxGPT-5.4 miniApollo.ioagainst: Outreach, SalesloftHubSpot Sales HubChangedApollo.io, HubSpot Sales Hubagainst: OutreachApollo.io, Saleshandyno first choiceagainst: ActiveCampaign, SalesRabbit
Two alternatives
HubSpot Sales Hub, MailshakeOne alternative
Apollo.ioTwo alternatives
Lemlist, SalesloftOne alternative
HubSpot Sales HubGemini 3.5 FlashApollo.ioagainst: Outreach, SalesloftApollo.ioHeldagainst: Outreach, SalesloftApollo.ioagainst: Outreach, SalesloftApollo.ioagainst: Outreach, SalesloftApollo.ioagainst: Outreach, Salesloftagainst: Groove, Outreach, Salesforce Sales Engagement, Salesloft
Four alternatives
HubSpot Sales Hub, Lemlist, Mixmax, Reply.ioTwo alternatives
HubSpot Sales Hub, InstantlyFive alternatives
HubSpot Sales Hub, Instantly, Lemlist, Mixmax, SmartleadFour alternatives
Instantly, Lemlist, Mixmax, SaleshandyThree alternatives
Amplemarket, HubSpot Sales Hub, LemlistPerplexity SonarApollo.ioagainst: Outreach, SalesloftApollo.ioHeldUnifyagainst: Outreach, SalesloftApollo.iono first choiceagainst: Outreach, Salesloft
Six alternatives
HubSpot Sales Hub, Klenty, Mailshake, Mixmax, SmartReach.io, YeswareThree alternatives
HubSpot Sales Hub, Klenty, MixmaxSix alternatives
Apollo.io, HubSpot Sales Hub, Instantly, Mixmax, Reply.io, SmartleadThree alternatives
Mailshake, Mixmax, YeswareGrok 4.20Apollo.ioagainst: Outreach, SalesloftApollo.ioHeldagainst: Outreach, SalesloftHubSpot Sales Hubagainst: Outreach, SalesloftApollo.io, HubSpot Sales Hubagainst: Outreach, Salesloftno first choiceagainst: HubSpot Sales Hub, Outreach, Salesloft
Six alternatives
Groove, HubSpot Sales Hub, Klenty, Lemlist, Mixmax, Reply.ioFour alternatives
HubSpot Sales Hub, Mixmax, Pipedrive, Reply.ioFive alternatives
Apollo.io, Klenty, Mixmax, Reply.io, UnifyThree alternatives
Instantly, Mixmax, SmartleadFive alternatives
Apollo.io, Groove, HubSpot Sales Hub, Outreach, SalesloftMistral SmallApollo.ioagainst: Groove, Outreach, SalesloftHubSpot Sales Hub, La Growth MachineChangedagainst: Outreach, SalesloftUnifySmartReach.iono first choiceagainst: Outreach, Salesloftagainst: Gong Engage, Outreach, Reply.io, Salesforce Sales Engagement, Salesloft
Four alternatives
HubSpot Sales Hub, Lemlist, Mixmax, UnifyFour alternatives
Apollo.io, Bigin by Zoho, Instantly, MixmaxSix alternatives
Apollo.io, HubSpot Sales Hub, Instantly, Lemlist, Mixmax, SmartleadFour alternatives
Apollo.io, Lemlist, Mailshake, MixmaxDeepSeek V4 FlashApollo.ioagainst: Outreach, SalesloftApollo.ioHeldagainst: Outreach, Salesloft, ZoomInfo EngageApollo.ioagainst: Outreach, SalesloftApollo.io, SmartReach.ioagainst: Outreach, SalesloftApollo.io, Klentyagainst: Mixmax, Outreach, Salesloftagainst: Apollo.io, Gong Engage, Instantly, LeadIQ, Outreach, Salesforce Sales Engagement, Salesloft, Smartlead, ZoomInfo Engage
Two alternatives
HubSpot Sales Hub, MixmaxFour alternatives
HubSpot Sales Hub, Lemlist, Mixmax, SmartReach.ioFour alternatives
HubSpot Sales Hub, Instantly, Mixmax, SmartleadThree alternatives
HubSpot Sales Hub, Instantly, MixmaxTwo alternatives
Reply.io, ReworkLlama 4 Maverickno first choiceKlentyChangedUnifyagainst: Outreach, SalesloftUnifyno first choiceagainst: Outreach, Salesloft
Five alternatives
Klenty, Koncert, Mailshake, Reply.io, UnifyTwo alternatives
Mailshake, Reply.ioFour alternatives
HubSpot Sales Hub, Instantly, Mixmax, SmartleadFive alternatives
Apollo.io, Instantly, Mixmax, Smartlead, YeswareQwen 3.7 FlashApollo.ioagainst: Outreach, SalesloftApollo.ioHeldagainst: Outreach, SalesloftApollo.ioagainst: Outreach, SalesloftUnifyInstantlyagainst: Outreach, Salesloftagainst: Apollo.io, La Growth Machine, LinkedHelper, Outreach, Phantombuster, Salesforce Sales Engagement, Salesloft, Seamless.AI, Zoho Sales Insights
Six alternatives
HubSpot Sales Hub, Mailshake, Mixmax, Reply.io, Salesforce Sales Engagement, YeswareFour alternatives
HubSpot Sales Starter, Instantly, Lemlist, SmartleadFive alternatives
HubSpot Sales Hub, Lemlist, Mixmax, SmartReach.io, SmartleadFour alternatives
Apollo.io, Mixmax, SmartReach.io, SmartleadThree alternatives
Apollo.io, Clay, SmartleadKimi K2Apollo.ioagainst: Outreach, SalesloftApollo.io, HubSpot Sales HubChangedagainst: Outreach, Salesforce Sales Engagement, SalesloftHubSpot Sales Hubagainst: Outreach, SalesloftApollo.ioApollo.ioagainst: Outreach, Salesloftagainst: Apollo.io, Klenty, Lemlist, Outreach, Reply.io, Salesforce Sales Engagement, Salesloft
Six alternatives
HubSpot Sales Hub, Instantly, Lemlist, Mailshake, Mixmax, Reply.ioSeven alternatives
Apollo.io, Close, Instantly, Mixmax, Reply.io, Unify, YeswareFour alternatives
Lemlist, Mailshake, Mixmax, YeswareFour alternatives
HubSpot Sales Hub, Klenty, Mixmax, UnifyGLM 4.7 FlashXApollo.ioApollo.ioHeldApollo.io, Closeagainst: SalesloftApollo.iono first choiceagainst: Amplemarket, Apollo.io, Gong Engage, Groove, HubSpot Sales Hub, Lemlist, Outreach, Reply.io, Salesforce Sales Engagement, Salesloft
Two alternatives
Close, HubSpot Sales HubTwo alternatives
Close.io, HubSpot Sales HubTwo alternatives
HubSpot Sales Hub, Reply.ioFive alternatives
Close, HubSpot Sales Hub, MailRush.io, Smartlead, WoodpeckerMiniMax M2.5Klenty, Mailshake, Reply.ioKlentyChangedApollo.ioBigin by Zoho, HubSpot Sales Hubno first choiceagainst: Groove, Mixmax, Outreach, Salesloft, ToutApp
One alternative
Bigin by ZohoThree alternatives
Instantly, Mailshake, SalesforgeFour alternatives
Bigin by Zoho, Close, HubSpot Sales Hub, ZoomInfo EngageOne alternative
Apollo.ioBold 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 00:22 | yes | 6 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:38 | yes | 6 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:26 | yes | 11 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:33 | 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 02:30 | yes | 0 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:54 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:42 | yes | 0 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:58 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:39 | yes | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:20 | yes | 0 | 53 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 22:52 | yes | 0 | 13 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:59 | yes | 0 | 9 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:55 | yes | 8 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 05:01 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:04 | yes | 15 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:11 | 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) | 2026-09-15 01:56 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:15 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:26 | yes | 0 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:17 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:05 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:53 | yes | 0 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:07 | yes | 0 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:41 | yes | 0 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:48 | yes | 8 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:03 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:29 | yes | 14 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:56 | yes | 20 | 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) | 2026-09-15 04:14 | yes | 0 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:54 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:28 | yes | 0 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:51 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:49 | yes | 0 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:41 | yes | 0 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:37 | yes | 0 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:25 | yes | 0 | 10 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:55 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:51 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:38 | yes | 18 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 00:44 | 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 01:30 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:16 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:38 | yes | 0 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:49 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:40 | yes | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:14 | yes | 0 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:43 | yes | 0 | 81 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:47 | yes | 0 | 11 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:21 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:33 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:22 | yes | 8 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:36 | 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) | 2026-09-14 23:52 | yes | 0 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:43 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:38 | yes | 0 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:23 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:18 | no | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:23 | yes | 0 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:42 | no | 0 | 9 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:20 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:00 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:18 | yes | 3 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:17 | yes | 13 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 03:53 | yes | 20 | 20 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 01:52 | yes | 0 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:40 | yes | 0 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:59 | yes | 0 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:35 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:10 | yes | 0 | 66 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:04 | yes | 0 | 78 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:30 | yes | 0 | 55 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:39 | yes | 0 | 15 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
Gong read as Gong Engage
HubSpot read as HubSpot Sales Hub
Salesforce read as Salesforce Sales Engagement
ZoomInfo read as ZoomInfo Engage
Unresolved, counted raw
Close.io
Growbots
Instant
LinkedHelper
MailRush.io
Zoho Sales Insights
Discontinued, still offered
No shut-down product was recommended here.