AI SDR agents for small business buyers
Asked as “AI SDR agent”, and as “AI sales development tool that prospects and books meetings”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32%
Contested · AiSDR 23%
32Apollo.io23AiSDR06Agent Frank40others
32% of first choices, contested.
Since September 2026▲+10Since September 2026: 24% → 34%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Apollo.io held the lead, +10 points on 24%, 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
Apollo.io32%Contested▲+10Since September 2026: 24% → 34%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketApollo.io24%Contested▲+8Since September 2026: 20% → 27%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Artisan Ava22%Contested↗new leaderNew leader since September 2026: 11x (17%) replaces Salesforce Agentforce SDR (15% then, 2% now), 14 points clear, past the 11-point floor.Standing →
Apollo.io32%Contested▲+10Since September 2026: 24% → 34%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketApollo.io24%Contested▲+8Since September 2026: 20% → 27%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseArtisan Ava22%Contested↗new leaderNew leader since September 2026: 11x (17%) replaces Salesforce Agentforce SDR (15% then, 2% now), 14 points clear, past the 11-point floor.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
01Apollo.io32%5%39endorsed leader▲+10Since September 2026: 24% → 34%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 34%
Apollo.io32%5%39endorsed leader▲+10Since September 2026: 24% → 34%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 34%02
AiSDR23%13%47accepted challenger▼−1Since September 2026: 22% → 21%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 21%
AiSDR23%13%47accepted challenger▼−1Since September 2026: 22% → 21%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 21%03Artisan Ava6%28%39criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Artisan Ava6%28%39criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%04Agent Frank6%10%10accepted challenger▼−3Since September 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 6%
05
Salesforge Agent Frank2%13%15accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Salesforge Agent Frank2%13%15accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%06
Reply.io Jason2%9%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Reply.io Jason2%9%11accepted 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 three products at 0%, ordered by negative rate
09
11x0%69%29criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
11x0%69%29criticized 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
Clay0%27%15criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Clay0%27%15criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%07
Instantly0%0%12accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Instantly0%0%12accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 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
Apollo.io vs Amplemarket DuoApollo.io vs InstantlyApollo.io vs Agent FrankApollo.io vs Salesforge Agent FrankArtisan Ava vs AiSDRArtisan Ava vs Regie.aiArtisan Ava vs Amplemarket DuoArtisan Ava vs InstantlyArtisan Ava vs Agent FrankArtisan Ava vs Salesforge Agent FrankAiSDR vs Regie.aiAiSDR vs Amplemarket DuoAiSDR vs InstantlyAiSDR vs Agent FrankAiSDR vs Salesforge Agent FrankRegie.ai vs Amplemarket DuoRegie.ai vs InstantlyRegie.ai vs Agent FrankRegie.ai vs Salesforge Agent FrankAmplemarket Duo vs InstantlyAmplemarket Duo vs Agent FrankAmplemarket Duo vs Salesforge Agent FrankInstantly vs Agent FrankInstantly vs Salesforge Agent FrankAgent Frank vs Salesforge 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 →
010203A04
0506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Apollo.io32%
Apollo.io32%02AiSDR23%
AiSDR23%03Artisan Ava6%
Artisan Ava6%04Agent Frank6%
05Salesforge Agent Frank2%
Salesforge Agent Frank2%06Reply.io Jason2%
Reply.io Jason2%07Instantly0%
Instantly0%08Clay0%
Clay0%0911x0%
11x0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
11x69%
20 of 29 labels negative · 11 of 14 models · 12 hard negative
“Artisan and 11x.ai promise to replace human reps entirely, but score low in AI and automation metrics, carry significant platform and credibility risks, and cost significantly more.” Claude Haiku 4.5, negative prompt
Artisan Ava28%
11 of 39 labels negative · 8 of 14 models · 6 hard negative
“Artisan and 11x.ai promise to replace human reps entirely, but score low in AI and automation metrics, carry significant platform and credibility risks, and cost significantly more.” Claude Haiku 4.5, negative prompt
AiSDR13%
6 of 47 labels negative · 5 of 14 models · 2 hard negative
“the entry price of $900/month with no free trial and a $2,700 minimum quarterly upfront commitment makes AiSDR inaccessible for most SMBs” Muse Glimmer 30B, negative prompt
Qualified Piper50%
4 of 8 labels negative · 4 of 14 models · 2 hard negative
“Some AI SDR tools are not suitable for small businesses due to their high cost. For example, Qualified (Piper) has a total cost of $70K\u2013$128K/year, including required Salesforce.” Llama 4 Maverick, 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
79 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. 1081 links across 264 sites, every framing counted. Ranked by the number of answers carrying the site or page. 6 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 · Salesforge49 answers · 85 citations · 13 models
vendor site · Artisan46 answers · 64 citations · 13 models
vendor site · Amplemarket24 answers · 26 citations · 10 models
vendor site · AiSDR23 answers · 37 citations · 10 models
22 answers · 22 citations · 11 models
vendor site · ZoomInfo20 answers · 36 citations · 10 models
vendor site · Salesmotion20 answers · 20 citations · 10 models
vendor site · 11x19 answers · 27 citations · 9 models
vendor site · Clay17 answers · 18 citations · 10 models
vendor site · Coldreach17 answers · 18 citations · 9 models
15 answers · 20 citations · 8 models
vendor site · HeyGen15 answers · 15 citations · 8 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.
42 answers · 12 models
36 answers · 10 models
23 answers · 10 models
22 answers · 11 models
17 answers · 10 models
15 answers · 8 models
14 answers · 8 models
12 answers · 8 models
12 answers · 7 models
11 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 “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 |
|---|---|---|---|---|---|---|---|---|
| Apollo.io apollo.io | 32% | 1000 | 33,100 | 396 | 111,608 | 94 | ||
| AiSDR aisdr.com AiSDR 23%, AiSDR Solo 2% | 25% | 112 | 880 | 3 | 8,418 | 0 | 5 | |
| Artisan.ai artisan.co Artisan Ava 6%, Artisan.ai 2% | 8% | 132 | 170 | 6 | 49,821 | $266 | 6 | |
| Agent Frank | 6% | 210 | 152 | |||||
| Regie.ai regie.ai | 4% | 60 | 590 | 0 | 1,988 | 0 | ||
| Salesforge Agent Frank salesforge.ai | 2% | 36 | 10 | 0 | 119,383 | 19 | 1 | |
| Jeeva jeeva.ai | 2% | 12 | ||||||
| Reply.io Jason reply.io | 2% | 37 | 0 | 36,886 | 20 | |||
| Saleshandy saleshandy.com | 2% | 42 | 2,400 | 20 | 193,553 | 2 | 3 | |
| CellCog cellcog.ai | 2% | 5 |
Google's top ten for the two searches hold 15 sites; 4 of them are among the sites the models cited here (aisdr.com, amplemarket.com, coldreach.ai, 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 a small B2B company?”Paraphrase“Which AI sales development tool that prospects and books meetings would you recommend to a small business that sells to other businesses?”Comparative“What are the top AI SDR agents for a small team and how do they differ?”Budget-constrained“What is the best AI SDR agent for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AI SDR agent. What should we look at?”Negative“Which AI SDR agents should a small business avoid or be cautious about?”
Claude Haiku 4.5Agent FrankApollo.ioChangedagainst: AliceAiSDR, Apollo.io, Artisan Avaagainst: 11xSnov.iono first choiceagainst: 11x, Alice the SDR, Artisan Ava, Clodura.ai, Qualified Piper, Salesforce Agentforce SDR
Four alternatives
11x, AiSDR, Apollo.io, FL0Two alternatives
HubSpot, OrigamiOne alternative
Agent FrankFour alternatives
AiSDR, Apollo.io, Instantly, SaleshandyGPT-5.4 miniJason AI, Reply.io Jasonagainst: Artisan AvaApollo.ioChangedAiSDRagainst: Artisan AvaAiSDR, SalesRobotagainst: Outreachno first choiceagainst: Air.ai
One alternative
AiSDRThree alternatives
B2B Rocket, HubSpot Sales Hub, LemlistThree alternatives
11x, Apollo Agents, HubSpot Prospecting AgentGemini 3.5 FlashAgent Frank, Apollo.ioagainst: 11x, Artisan AvaAiSDRChangedagainst: Apollo.ioArtisan Ava, Instantlyagainst: ClayApollo.ioagainst: Clayno first choiceagainst: 11x, Artisan Ava, Qualified Piper, Regie.ai
Three alternatives
AiSDR, Amplemarket Duo, ClayTwo alternatives
Artisan Ava, Salesforge Agent FrankOne alternative
AiSDRFour alternatives
Agent Frank, Jeeva, Lindy, SaleshandyPerplexity SonarArtisan AvaApollo.ioChangedagainst: ZoomInfo CopilotAiSDRAiSDRno first choicenothing named
Three alternatives
Amplemarket Duo, Apollo.io, Salesforge Agent FrankOne alternative
Artisan AvaFour alternatives
11x, Artisan Ava, Jeeva, Qualified PiperThree alternatives
Apollo.io, JustCall, SaleshandyGrok 4.1 FastAiSDRagainst: 11x, Clay, Jeeva, Salesforce Agentforce SDRApollo.ioChangedAiSDRagainst: Clay, Regie.aiApollo.ioagainst: Agent Frank, AiSDRno first choiceagainst: 11x, AiSDR, Drift
Two alternatives
Artisan Ava, Salesforge Agent FrankThree alternatives
Jeeva, Lindy, Salesforge Agent FrankThree alternatives
Apollo.io, Artisan Ava, Salesforge Agent FrankFour alternatives
Artisan Ava, Clay, Instantly, SaleshandyMistral SmallOverloop, Regie.aiSalesforge Agent FrankChangedAgent Frank, AiSDRagainst: 11xApollo.iono first choiceagainst: Drift
Three alternatives
Artisan Ava, HeyGen, Salesforge.aiTwo alternatives
Amplemarket Duo Copilot, Artisan AvaThree alternatives
Instantly, Lavender, Reply.io JasonDeepSeek V4 FlashAiSDRagainst: 11x, 6sense, Qualified PiperApollo.ioChangedAiSDR, Artisan Avaagainst: 11xApollo.ioagainst: 11x, Artisan Avano first choiceagainst: 11x, AiSDR, Artisan Ava
Two alternatives
Regie.ai, Salesforge Agent FrankOne alternative
AiSDRFour alternatives
Amplemarket Duo, Apollo.io, Regie.ai, Salesforge Agent FrankThree alternatives
AiSDR, CellCog, Salesforge Agent FrankLlama 4 MaverickAiSDRApollo.ioChangedAiSDRAiSDRno first choiceagainst: AiSDR, Qualified Piper
One alternative
Apollo.ioFour alternatives
Clay, Exa.ai, Gong, HubSpot Prospecting AgentTwo alternatives
Artisan Ava, ClayTwo alternatives
Apollo.io, OverloopQwen 3.7 FlashAiSDR, Artisan.aiAgent Frank, AvaChangedAiSDRagainst: AvaApollo.io, Saleshandyagainst: AiSDR, Artisan Avano first choiceagainst: 11x, 1mind, Salesforge Agent Frank
Two alternatives
Apollo.io, ClayTwo alternatives
Apollo.io, B2B RocketTwo alternatives
Clay, EnigmaOne alternative
SalesTools.ioKimi K2AiSDR, Jeevaagainst: Reply.io JasonApollo.ioChangedagainst: Outreach, Salesloft RhythmAiSDR, Salesforge Agent Frankagainst: 11x, Artisan AvaRegie.ai, WorkAgentno first choiceagainst: 11xagainst: 11x
Two alternatives
Apollo.io, Artisan AvaOne alternative
InstantlyThree alternatives
Apollo.io, CellCog, JeevaThree alternatives
AiSDR, JustCall, Reply.io JasonGLM 4.7 FlashXAiSDRApollo.ioChangedAiSDR, ClayCellCog, Opporano first choiceagainst: 11x, Artisan Ava, Outreach, Salesloft Rhythm
Two alternatives
Agent Frank, Artisan AvaTwo alternatives
Clay, Reply.io JasonFour alternatives
11x, Artisan Ava, Lindy, SalesmotionTwo alternatives
AiSDR, Apollo.ioMiniMax M2.5Artisan Ava, SalesTools.ioagainst: Warmer.aiApollo.ioChangedagainst: ZoomInfo CopilotAgent Frankagainst: 11xApollo.iono first choiceagainst: 11x
Two alternatives
HubSpot Sales Hub, PipedriveTwo alternatives
AiSDR, Artisan AvaThree alternatives
CellCog, Jeeva, LindyGPT-6 LunaReply.io's Jason AI SDRApollo.ioChangedAiSDRagainst: 11x Alice, Apollo.ioAiSDR Soloagainst: Reply's Jason, Salesforge Agent Frankno first choiceagainst: 11x
One alternative
AiSDROne alternative
AiSDRThree alternatives
Artisan Ava, Reply.io Jason, Salesforge Agent FrankOne alternative
Apollo.ioMuse Glimmer 30BArtisan AvaAiSDRChangedArtisan Avaagainst: 11x AliceAiSDRno first choiceagainst: 11x, AiSDR, Artisan Ava, Ava
Two alternatives
AiSDR, Salesforge Agent FrankOne alternative
HubSpot Prospecting AgentFour alternatives
AiSDR, Apollo.io, Instantly, Smartlead AIFive alternatives
Apollo.io, Clay, Coldreach, Instantly, JeevaBold 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 12:10 | yes | 17 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:30 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:49 | yes | 22 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 13:05 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:08 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:08 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:03 | yes | 22 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:57 | yes | 9 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:38 | yes | 18 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:00 | yes | 17 | 59 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:33 | yes | 5 | 9 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:10 | yes | 2 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:50 | yes | 21 | 39 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:10 | yes | 19 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:57 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:05 | yes | 17 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 13:04 | yes | 19 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:48 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:52 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:03 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:56 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:59 | yes | 10 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:36 | yes | 15 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:11 | yes | 19 | 52 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:37 | no | 0 | 10 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:21 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:02 | yes | 24 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:40 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:51 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:01 | yes | 25 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:45 | yes | 18 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:49 | yes | 18 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:38 | yes | 10 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:28 | yes | 21 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:17 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:21 | yes | 8 | 60 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:23 | yes | 17 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:53 | yes | 15 | 22 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:16 | yes | 11 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:10 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:04 | yes | 13 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:11 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:53 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:25 | yes | 26 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:36 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:54 | yes | 20 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:53 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:56 | yes | 23 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:49 | yes | 8 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:58 | yes | 13 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:11 | yes | 21 | 137 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:51 | yes | 9 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:53 | yes | 3 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:00 | yes | 13 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:09 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:25 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:57 | yes | 8 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:33 | yes | 20 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:54 | yes | 19 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:51 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:28 | yes | 20 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:57 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:07 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:57 | yes | 10 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:36 | yes | 15 | 56 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:14 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:37 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:57 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:56 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:51 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:42 | yes | 18 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:39 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:26 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:39 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:47 | yes | 24 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:24 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:18 | yes | 10 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:44 | yes | 24 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:52 | yes | 22 | 54 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:37 | yes | 14 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:50 | yes | 3 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:21 | yes | 25 | 32 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
Amplemarket read as Amplemarket Duo
Amplemarket (Duo Copilot) read as Amplemarket Duo
Amplemarket (Duo) read as Amplemarket Duo
Artisan read as Artisan Ava
Artisan (Ava) read as Artisan Ava
Artisan (with "Ava") read as Artisan Ava
Artisan AI (Ava) read as Artisan Ava
HubSpot Breeze read as HubSpot Prospecting Agent
Qualified read as Qualified Piper
Qualified (Piper) read as Qualified Piper
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
Salesforge read as Salesforge Agent Frank
Salesforge (Agent Frank) read as Salesforge Agent Frank
Salesforge's Agent Frank read as Salesforge Agent Frank
Salesloft read as Salesloft Rhythm
ZoomInfo read as ZoomInfo Copilot
Unresolved, counted raw
Alice the SDR
Apollo Agents
Artisan.ai
Chloe inside Close CRM
Clodura.ai
Enigma
Exa.ai
FL0
Lemlist Aria
Reply's Jason
Reply.io's Jason AI
Reply.io's Jason AI SDR
Salesforge.ai
Smartlead AI
Warmer.ai
Zoho
repco.ai
Discontinued, still offered
No shut-down product was recommended here.