AI SDR agents for enterprise buyers
Asked as “AI SDR agent”, and as “AI sales development tool that prospects and books meetings”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
15%
Contested · Outreach 15%
1511x15Outreach15Salesforce Agentforce SDR54others
15% of first choices, contested.
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 one product 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 twenty-eight head-to-head pages: the top eight products, each against each
Apollo.io vs AiSDRApollo.io vs Reply.io JasonApollo.io vs Qualified PiperApollo.io vs Agent FrankAmplemarket Duo vs Artisan AvaAmplemarket Duo vs Salesforge Agent FrankAmplemarket Duo vs AiSDRAmplemarket Duo vs Reply.io JasonAmplemarket Duo vs Qualified PiperAmplemarket Duo vs Agent FrankArtisan Ava vs Salesforge Agent FrankArtisan Ava vs AiSDRArtisan Ava vs Reply.io JasonArtisan Ava vs Qualified PiperArtisan Ava vs Agent FrankSalesforge Agent Frank vs AiSDRSalesforge Agent Frank vs Reply.io JasonSalesforge Agent Frank vs Qualified PiperSalesforge Agent Frank vs Agent FrankAiSDR vs Reply.io JasonAiSDR vs Qualified PiperAiSDR vs Agent FrankReply.io Jason vs Qualified PiperReply.io Jason vs Agent FrankQualified Piper vs Agent Frank
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% negative30%
Key
01Salesforce Agentforce SDR15%
Salesforce Agentforce SDR15%02Outreach15%
Outreach15%0311x15%
11x15%04AiSDR13%
AiSDR13%05Salesloft Rhythm9%
Salesloft Rhythm9%06Artisan Ava9%
Artisan Ava9%07Amplemarket Duo4%
Amplemarket Duo4%08Qualified Piper2%
Qualified Piper2%09Clay2%
Clay2%10Apollo.io2%
Apollo.io2%11Regie.ai0%
Regie.ai0%What they warned about
One 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, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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.
11x35%
17 of 49 labels negative · 10 of 12 models · 13 hard negative
“Specific vendors that appear in the results as cautionary examples include 11x.ai, which is described as an autonomous-agent category example tied to reported issues like high churn, fabricated claims” Perplexity Sonar, negative prompt
Artisan Ava37%
14 of 38 labels negative · 9 of 12 models · 8 hard negative
“Companies that deployed tools like Artisan and 11x.ai as full SDR replacements have largely reverted to hybrid models or returned to human-first approaches” Claude Haiku 4.5, negative prompt
Regie.ai29%
7 of 24 labels negative · 5 of 12 models · 3 hard negative
“as a standalone enterprise AI SDR agent, it underdelivers on its positioning” DeepSeek V4 Flash, negative prompt
Apollo.io43%
6 of 14 labels negative · 4 of 12 models · 2 hard negative
“Avoid per-seat tools like Apollo or Salesloft if your priority is cost predictability” Perplexity Sonar, budget 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
23 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. 321 links across 153 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 · Amplemarket11 answers · 11 citations · 3 models
vendor site · 11x10 answers · 16 citations · 4 models
vendor site · Artisan10 answers · 14 citations · 4 models
vendor site · Monday.com7 answers · 10 citations · 3 models
7 answers · 8 citations · 3 models
vendor site · Salesforge7 answers · 7 citations · 3 models
vendor site · Salesmotion6 answers · 10 citations · 2 models
vendor site · Fin.ai5 answers · 7 citations · 2 models
5 answers · 6 citations · 3 models
vendor site · Instantly5 answers · 6 citations · 3 models
vendor site · Landbase5 answers · 6 citations · 2 models
5 answers · 5 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.
10 answers · 3 models
7 answers · 2 models
6 answers · 3 models
5 answers · 3 models
5 answers · 2 models
5 answers · 3 models
4 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 answers · 2 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ai sdr agent”, “best ai sdr agent”. 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 |
|---|---|---|---|---|---|---|---|---|
| Salesforce parent site Salesforce Agentforce SDR 15% | 15% | 46 | 550,000 | 60,632 | ||||
| Outreach outreach.ai | 15% | 269 | 33,100 | 9,282 | 27,855 | $143 | 51 | |
| 11x 11x.ai | 15% | 124 | 6,600 | 1,108 | 7,146 | $1,010 | 26 | |
| AiSDR aisdr.com | 13% | 123 | 880 | 3 | 8,418 | 0 | 5 | |
| Salesloft salesloft.com Salesloft Rhythm 9% | 9% | 12 | 18,100 | 445 | 52,058 company | $4,229 | 74 | |
| Artisan Ava artisan.co | 9% | 143 | 170 | 6 | 49,821 | $266 | 6 | |
| Amplemarket Duo amplemarket.com | 4% | 33 | 20 | 0 | 12,067 | 8 | 7 | |
| ZoomInfo parent site ZoomInfo Copilot 4% | 4% | 8 | 135,000 | 1,810 | ||||
| Qualified Piper qualified.com | 2% | 41 | 170 | 4 | 24,264 | $23 | 17 | 3 |
| Clay clay.com | 2% | 287 | 135,000 | 168,089 | 294,056 | 11 |
Google's top ten for the two searches hold 15 sites; 4 of them are among the sites the models cited here (amplemarket.com, knock-ai.com, landbase.com, salesforge.ai). The first result for “ai sdr agent” is therankmasters.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 AI SDR agent for an enterprise B2B company?”Paraphrase“Which AI sales development tool that prospects and books meetings would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI SDR agents and how do they differ?”Budget-constrained“What is the best AI SDR agent 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 an AI SDR agent. What should we look at?”Negative“Which AI SDR agents should a large enterprise avoid or be cautious about?”
Claude Haiku 4.511x11xHeldReply.io Jasonagainst: Artisan AvaAiSDRagainst: 11xno first choiceagainst: 11xagainst: 11x, Artisan Ava
Two alternatives
Amplemarket Duo, ColdreachTwo alternatives
AiSDR, DefaultTwo alternatives
Amplemarket Duo, LavenderOne alternative
Artisan AvaGPT-5.4 miniQualified PiperSalesloft RhythmChanged11x, Artisan AvaRelevance AIno first choicenothing named
Two alternatives
Artisan Ava, Salesforce Agentforce SDRTwo alternatives
6sense, Qualified PiperTwo alternatives
Apollo AI Assistant, Regie.aiOne alternative
11xGemini 3.5 FlashSalesforce Agentforce SDRArtisan AvaChangedArtisan AvaSalesforce Agentforce SDRno first choiceagainst: 11x, AiSDR, Apollo.io, Artisan Ava, Regie.ai
Four alternatives
11x, AiSDR, Amplemarket Duo, Artisan AvaTwo alternatives
11x, Regie.aiFour alternatives
11x, Amplemarket Duo, Salesforce Agentforce SDR, UnifyThree alternatives
11x, AiSDR, InstantlyPerplexity SonarArtisan AvaApollo.io, ZoomInfo CopilotChanged11x, Salesforce Agentforce SDRReply.io Jason, Salesforce Agentforce SDRagainst: 11x, Amplemarket Duo, Apollo.io, Landbase, Salesloft Rhythmno first choiceagainst: 11x, Reply.io Jason
Four alternatives
11x, Amplemarket Duo, Landbase, Qualified PiperTwo alternatives
Outreach, Salesloft RhythmFour alternatives
Amplemarket Duo, Artisan Ava, Lyzr Jazon, Qualified PiperGrok 4.2011x, Outreachagainst: AiSDR, Apollo.io, Artisan AvaOutreachChangedagainst: 11x, Apollo.io, InstantlyAmplemarket DuoOutreach, Salesloft Rhythmagainst: 11x, Amplemarket Duo, Apollo.io, Artisan Ava, Regie.ai, Salesforce Agentforce SDRno first choiceagainst: 11x, Artisan Ava
Two alternatives
Salesforce Agentforce SDR, ZoomInfo CopilotThree alternatives
Copilot, Salesloft Rhythm, ZoomInfo CopilotSix alternatives
11x, Apollo.io, Artisan Ava, Outreach, Regie.ai, Salesforce Agentforce SDRMistral SmallHubSpot Prospecting Agent, Salesforce Agentforce SDR11xChangedAmplemarket DuoOutreach, Salesloft Rhythmno first choiceagainst: 11x, Artisan Ava, Autobound, Coldreach, Instantly, Smartlead SmartAgents, Warmly
Two alternatives
AiSDR, Qualified PiperThree alternatives
Cirrus Insight, Outreach, ZoomInfo GTM WorkspaceFive alternatives
11x, AiSDR, Artisan Ava, Regie.ai, Salesforce Agentforce SDRTwo alternatives
AiSDR, Amplemarket DuoDeepSeek V4 FlashAmplemarket Duo, Salesforce Agentforce SDR11xChangedAmplemarket DuoAiSDRagainst: 11x, Artisan Ava, Clay, Regie.ai, Reply.io Jasonno first choiceagainst: 11x, Artisan Ava, Regie.ai
Four alternatives
11x, Clay, Jazon, Regie.aiOne alternative
Artisan AvaFive alternatives
11x, Artisan Ava, Jazon, Regie.ai, Salesforce Agentforce SDROne alternative
Salesforce Agentforce SDRLlama 4 Maverickno first choiceOutreachChangedno first choiceAiSDRno first choiceagainst: 11x, Artisan Ava
Qwen 3.7 FlashAmplemarket DuoOutreach.aiChanged11x, Artisan AvaAiSDRagainst: 11x, Amplemarket Duo, Artisan Ava, Instantly, Regie.ai, Salesloft Rhythmno first choicenothing named
Five alternatives
11x, Artisan Ava, Clay, Qualified Piper, Regie.aiTwo alternatives
Clay, Snowball IntelligenceTwo alternatives
Regie.ai, Salesforce Agentforce SDROne alternative
Reply.io JasonKimi K211xOutreach, Salesloft RhythmChangedAmplemarket Duoagainst: 11x, Artisan AvaAiSDRagainst: Apollo.io, Outreach, Regie.ai, Salesloft Rhythmno first choiceagainst: 11x, AiSDR, Artisan Ava, Regie.ai
Two alternatives
Artisan Ava, DocketTwo alternatives
11x, Amplemarket DuoSix alternatives
AiSDR, Landbase, Lyzr, Nooks, Regie.ai, Salesforce Agentforce SDRTwo alternatives
11x, Reply.io JasonGLM 4.7 FlashXSalesforce Agentforce SDR11xChangedno first choiceagainst: IntercomArtisan Ava, Salesforce Agentforce SDRno first choiceagainst: 11x, Artisan Ava
Three alternatives
11x, Amplemarket Duo, Qualified PiperTwo alternatives
Outreach, Salesforce Agentforce SDRNine alternatives
11x, AiSDR, Apollo.io, Artisan Ava, Breakout, Clodura AI, Qualified Piper, Regie.ai, Salesforce Agentforce SDROne alternative
AiSDRMiniMax M2.5Artisan AvaOutreach, ZoomInfo CopilotChanged11x, Artisan Avaagainst: ClayAiSDR, Clayno first choicenothing named
Three alternatives
11x, Regie.ai, Salesforce Agentforce SDRTwo alternatives
Artisan Ava, Salesloft RhythmFour alternatives
Amplemarket Duo, Qualified Piper, Regie.ai, Salesforce Agentforce SDROne alternative
InstantlyBold 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 03:57 | yes | 14 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:38 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:18 | yes | 14 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:17 | yes | 19 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:36 | yes | 0 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:36 | yes | 0 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:20 | yes | 0 | 47 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:10 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:10 | yes | 0 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:08 | yes | 0 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:41 | yes | 0 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:27 | yes | 0 | 12 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:08 | yes | 7 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:57 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:18 | yes | 23 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:17 | yes | 20 | 4 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 04:36 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:15 | yes | 0 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:20 | yes | 0 | 46 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 05:06 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:10 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:37 | yes | 0 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:54 | yes | 0 | 91 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:05 | yes | 0 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:30 | yes | 13 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:48 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:49 | yes | 17 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:00 | 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) | 2026-09-14 23:16 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:48 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:57 | yes | 0 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:24 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:37 | yes | 0 | 51 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:27 | yes | 0 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:27 | yes | 0 | 117 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:03 | yes | 0 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:30 | yes | 17 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:53 | yes | 2 | 10 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:33 | yes | 21 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 00:01 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:53 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:58 | yes | 0 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 22:54 | yes | 0 | 50 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:40 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:16 | yes | 0 | 60 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:07 | yes | 0 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 05:08 | yes | 0 | 113 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:02 | yes | 0 | 95 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:39 | yes | 15 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:57 | yes | 5 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:49 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:28 | 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 00:05 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:01 | yes | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:33 | yes | 0 | 171 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:00 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:48 | no | 0 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:20 | yes | 0 | 77 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:17 | yes | 0 | 66 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:55 | yes | 0 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:57 | yes | 13 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:06 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:00 | yes | 25 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-14 23:18 | yes | 20 | 7 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 00:42 | yes | 0 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:37 | yes | 0 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:22 | yes | 0 | 76 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:25 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:33 | yes | 0 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:33 | yes | 0 | 101 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:29 | yes | 0 | 99 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:07 | yes | 0 | 17 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
Amplemarket read as Amplemarket Duo
Amplemarket (Duo Copilot) read as Amplemarket Duo
Amplemarket (Duo) read as Amplemarket Duo
Amplemarket Duo Copilot read as Amplemarket Duo
Artisan read as Artisan Ava
Artisan (Ava 2.0) read as Artisan Ava
Artisan (Ava) read as Artisan Ava
Artisan AI read as Artisan Ava
Artisan AI (Ava) read as Artisan Ava
HubSpot Breeze Prospecting Agent read as HubSpot Prospecting Agent
Qualified read as Qualified Piper
Qualified (Piper) read as Qualified Piper
Qualified (formerly Piper) read as Qualified Piper
Qualified (now Salesforce Piper) read as Qualified Piper
Regie read as Regie.ai
Reply.io read as Reply.io Jason
Reply.io (Jason AI) read as Reply.io Jason
SalesLoft read as Salesloft Rhythm
Salesforce Agentforce read as Salesforce Agentforce SDR
Salesforce Agentforce (Powered by Qualified) read as Salesforce Agentforce SDR
Salesforce Agentforce (SDR) read as Salesforce Agentforce SDR
Salesforce Agentforce / Einstein read as Salesforce Agentforce SDR
Salesforce Einstein / Agentforce read as Salesforce Agentforce SDR
Salesforge read as Salesforge Agent Frank
Salesloft read as Salesloft Rhythm
Salesloft (Rhythm) read as Salesloft Rhythm
Salesloft (with Rhythm + Drift AI) read as Salesloft Rhythm
Salesloft (with Rhythm AI) read as Salesloft Rhythm
Smartlead read as Smartlead SmartAgents
ZoomInfo read as ZoomInfo Copilot
ZoomInfo (GTM Workspace/Copilot) read as ZoomInfo Copilot
Unresolved, counted raw
Apollo AI Assistant
Lyzr Jazon
Outreach.ai
Snowball Intelligence
Discontinued, still offered
No shut-down product was recommended here.