AI SDR agents
Asked as “AI SDR agent”, and as “AI sales development tool that prospects and books meetings”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · Artisan Ava 24%
24Apollo.io24Artisan Ava18AiSDR35others
24% of first choices, contested.
Since September 2026▲+8Since September 2026: 20% → 27%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Apollo.io held the lead, +8 points on 20%, 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.Standing →Mid-marketApollo.io24%Contested▲+8Since September 2026: 20% → 27%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
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.Standing →Mid-marketApollo.io24%Contested▲+8Since September 2026: 20% → 27%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseArtisan 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Apollo.io24%0%33accepted challenger▲+8Since September 2026: 20% → 27%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 27%
Apollo.io24%0%33accepted challenger▲+8Since September 2026: 20% → 27%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 27%02Artisan Ava24%26%53criticized challenger▲+8Since September 2026: 13% → 21%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 21%
Artisan Ava24%26%53criticized challenger▲+8Since September 2026: 13% → 21%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 21%03
AiSDR18%7%42accepted challenger▲+14Since September 2026: 2% → 17%, +14 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 17%
AiSDR18%7%42accepted challenger▲+14Since September 2026: 2% → 17%, +14 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 17%04
Regie.ai5%11%19accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%
Regie.ai5%11%19accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%05
Amplemarket Duo4%9%11accepted challenger▼−11Since September 2026: 15% → 4%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.15% → 4%
Amplemarket Duo4%9%11accepted challenger▼−11Since September 2026: 15% → 4%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.15% → 4%06
Instantly4%20%10accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Instantly4%20%10accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%07Agent Frank2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
08
Salesforge Agent Frank2%14%14accepted 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%14%14accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%09
Qualified Piper2%7%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Qualified Piper2%7%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%10
11x2%50%38criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
11x2%50%38criticized 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 two products at 0%, ordered by negative rate
11
Reply.io Jason0%6%16accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Reply.io Jason0%6%16accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%12
Clay0%0%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Clay0%0%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
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 →
010203040506A07
0809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Apollo.io24%
Apollo.io24%02Artisan Ava24%
Artisan Ava24%03AiSDR18%
AiSDR18%04Regie.ai5%
Regie.ai5%05Amplemarket Duo4%
Amplemarket Duo4%06Instantly4%
Instantly4%07Agent Frank2%
08Salesforge Agent Frank2%
Salesforge Agent Frank2%09Qualified Piper2%
Qualified Piper2%1011x2%
11x2%11Reply.io Jason0%
Reply.io Jason0%12Clay0%
Clay0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
11x50%
19 of 38 labels negative · 13 of 14 models · 10 hard negative
“11x had been listing companies as customers that were not customers, with ZoomInfo's lawyer threatening legal action” Claude Haiku 4.5, negative prompt
Artisan Ava26%
14 of 53 labels negative · 11 of 14 models · 9 hard negative
“Artisan faced platform-level enforcement including a LinkedIn ban ... Artisan reviews and third-party reports document concerns around zero quality leads despite high outreach volume” Muse Glimmer 30B, negative prompt
AiSDR7%
3 of 42 labels negative · 3 of 14 models
“they appear more specialized and less universally established than Apollo or Qualified” GPT-5.4 mini, direct prompt
Instantly20%
2 of 10 labels negative · 2 of 14 models · 1 hard negative
“Avoid if you want an *agent* that thinks and responds; this is just a high-volume sender.” Qwen 3.7 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1068 links across 262 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 · Salesforge42 answers · 67 citations · 13 models
vendor site · Artisan40 answers · 57 citations · 12 models
vendor site · ZoomInfo26 answers · 46 citations · 10 models
vendor site · AiSDR23 answers · 43 citations · 9 models
vendor site · Amplemarket23 answers · 27 citations · 9 models
20 answers · 20 citations · 11 models
vendor site · 11x19 answers · 29 citations · 10 models
vendor site · Coldreach19 answers · 21 citations · 10 models
16 answers · 27 citations · 10 models
vendor site · Dashly16 answers · 24 citations · 9 models
vendor site · Salesmotion15 answers · 17 citations · 7 models
vendor site · Instantly15 answers · 16 citations · 7 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.
34 answers · 12 models
29 answers · 10 models
23 answers · 9 models
20 answers · 11 models
20 answers · 9 models
14 answers · 9 models
10 answers · 4 models
8 answers · 7 models
8 answers · 8 models
8 answers · 6 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 | 24% | 1000 | 33,100 | 396 | 111,608 | 94 | ||
| Artisan Ava artisan.co | 24% | 132 | 170 | 6 | 49,821 | $266 | 6 | |
| AiSDR aisdr.com AiSDR 18%, AiSDR Solo 2% | 20% | 112 | 880 | 3 | 8,418 | 0 | 5 | |
| RegieGO regie.ai Regie.ai 5%, RegieGO 2% | 7% | 60 | 590 | 0 | 1,988 | 0 | ||
| Amplemarket Duo amplemarket.com | 4% | 25 | 20 | 0 | 12,067 | 8 | 7 | |
| Instantly instantly.ai | 4% | 106 | 74,000 | 87,944 | 59,881 | $986 | 17 | |
| Agent Frank | 2% | 210 | 152 | |||||
| Salesforge Agent Frank salesforge.ai | 2% | 36 | 10 | 0 | 119,383 | 19 | 1 | |
| Qualified Piper qualified.com | 2% | 36 | 170 | 4 | 24,264 | $23 | 17 | 3 |
| HubSpot parent site HubSpot Prospecting Agent 2% | 2% | 11 | 368,000 | 9,776 |
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 mid-market B2B company?”Paraphrase“Which AI sales development tool that prospects and books meetings would you recommend to a mid-sized B2B company?”Comparative“What are the top AI SDR agents and how do they differ?”Budget-constrained“What is the best AI SDR agent for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an AI SDR agent. What should we look at?”Negative“Which AI SDR agents should I avoid or be cautious about?”
Claude Haiku 4.5Artisan AvaApollo.io, HubSpot Prospecting AgentChanged11xApollo.iono first choiceagainst: 11x, Artisan Ava
Four alternatives
Jeeva, Persana AI, RocketSDR, Salesloft RhythmFour alternatives
AiSDR, Artisan Ava, Reply.io Jason, ZoomInfo CopilotFour alternatives
AiSDR, Artisan Ava, Breakout, PiperThree alternatives
AiSDR, Instantly, Reply.io JasonGPT-5.4 miniApollo.io, Qualified Piperagainst: AiSDR, Clara, Luru, SalesMonkApollo.ioChanged11x, Artisan AvaRegie.aiagainst: 11x, Artisan Avano first choicenothing named
One alternative
Salesforce Agentforce SDRFour alternatives
AiSDR, B2B Rocket, Qualified Piper, Salesforce Agentforce SDREight alternatives
Agent Frank, Apollo.io, Conversica, Piper, Qualified Piper, Regie.ai, RegieGO, Salesforge Agent FrankOne alternative
Apollo.ioGemini 3.5 FlashAmplemarket DuoAmplemarket DuoHeldno first choiceInstantlyagainst: 11x, Artisan Avano first choiceagainst: 11x, Artisan Ava, Firstquadrant
Six alternatives
11x, Artisan Ava, Clay, HubSpot Prospecting Agent, Piper, Topo.ioThree alternatives
11x, Artisan Ava, ClaySix alternatives
11x, AiSDR, Amplemarket Duo, Artisan Ava, Clay, UnifySix alternatives
Agent Frank, Apollo.io, Clay, Jeeva, Lindy, ValleyPerplexity SonarApollo.ioArtisan Ava, ZoomInfo GTM WorkspaceChangedno first choiceagainst: Reply.io JasonAiSDRagainst: Instanly Copilotno first choicenothing named
Three alternatives
AiSDR, Amplemarket Duo, Regie.aiOne alternative
Apollo.ioTwo alternatives
Apollo.io, Artisan AvaGrok 4.1 FastAiSDR, Artisan AvaApollo.ioChangedAiSDRAiSDRagainst: 11x, Instantly, Topo.iono first choiceagainst: 11x, Artisan Ava, Drift
Three alternatives
Apollo.io, Conversica, Reply.io JasonOne alternative
Reply.io JasonSeven alternatives
11x, Amplemarket Duo, Artisan Ava, Jazon, Regie.ai, Salesforce Agentforce SDR, Salesforge Agent FrankFive alternatives
Apollo.io, Artisan Ava, Humanlinker, Reply.io Jason, Salesforge Agent FrankMistral SmallArtisan Ava, Regie.aiApollo.io, OutreachChangedagainst: Gongno first choiceAiSDRno first choiceagainst: 11x, Amplemarket Duo, Artisan Ava, Coldreach, Salesforge Agent Frank, Warmly
One alternative
ConversicaOne alternative
HubSpot Sales HubDeepSeek V4 FlashArtisan Avaagainst: 11xArtisan AvaHeldAgent FrankAiSDRno first choiceagainst: 11x, Artisan Ava
Two alternatives
AiSDR, ClayThree alternatives
Amplemarket Duo, Dashly, Salesforge Agent FrankSeven alternatives
11x, AiSDR, Artisan Ava, Chase AI, Coldreach, HubSpot Prospecting Agent, Regie.aiThree alternatives
Artisan Ava, OpenClaw, Salesforge Agent FrankLlama 4 Maverickno first choiceSalesloft RhythmChangedno first choiceApollo.iono first choiceagainst: 11x, Artisan Ava
Two alternatives
Agentforce Sales, CallPrepTwo alternatives
Agent Frank, AiSDRQwen 3.7 FlashSalesforge Agent FrankArtisan AvaChangedOutcraft AI, Qualified PiperApollo.io11x, AiSDR, Artisan Avaagainst: Salesforce Outplayagainst: 11x, AiSDR, Instantly, Outreach, Regie.ai, Salesloft Rhythm, Smartlead
Three alternatives
Apollo.io, Clay, ZoomInfo CopilotTwo alternatives
Apollo.io, Jason AIOne alternative
Reply.io JasonThree alternatives
CellCog, Humanlinker, Snov.ioKimi K2Apollo.ioApollo.ioHeldagainst: 11x, Artisan Avano first choiceagainst: AiSDR, Regie.aiApollo.io, Regie.aiagainst: 11x, Artisan Ava, Qualified PiperArtisan Avaagainst: 11x, Artisan Ava
Four alternatives
AiSDR, Artisan Ava, Regie.ai, ZoomInfo CopilotOne alternative
Reply.io JasonOne alternative
SmartleadThree alternatives
11x, Regie.ai, Salesforce Agentforce SDRGLM 4.7 FlashXLaxis AI SDRAgent FrankChangedArtisan AvaRegieGOno first choiceagainst: 11x, Artisan Ava
Four alternatives
11x Alice, AiSDR, Amplemarket Duo, Reply.io JasonThree alternatives
AiSDR, Artisan Ava, Reply.io JasonThree alternatives
11x, Agent Frank, AiSDRTwo alternatives
AiSDR, JeevaMiniMax M2.5AiSDR, Artisan AvaAiSDRChanged11x, AiSDR, Artisan AvaApollo.io, Instantlyno first choiceagainst: 11x, Artisan Ava
Three alternatives
Coldreach, Reply.io Jason, ZoomInfo CopilotThree alternatives
Agent Frank, Chase AI, Salesforge Agent FrankThree alternatives
Agent Frank, Apollo.io, Chase AIThree alternatives
AiSDR, AutoRev AI, LindyGPT-6 LunaArtisan AvaAiSDRChangedagainst: 11xno first choiceAiSDR Soloagainst: Reply's Jason AI, Salesforge Agent Frankno first choiceagainst: 11x
One alternative
AiSDROne alternative
Artisan AvaFive alternatives
11x Alice, AiSDR, Artisan Ava, Qualified Piper, Salesforge Agent FrankMuse Glimmer 30BArtisan AvaArtisan AvaHeldSalesforge Agent FrankAiSDR, SalesTools.iono first choiceagainst: 11x, Artisan Ava
Two alternatives
11x Alice, Apollo.ioTwo alternatives
AiSDR, Salesforge Agent FrankEight alternatives
11x.ai — Alice, AiSDR, Apollo.io, Artisan Ava, Clay, Lindy, Persana AI Nia, Qualified PiperFive alternatives
Apollo.io, Artisan Ava, DealCrush, Instantly, Salesforge Agent FrankBold 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 13:12 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:50 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:24 | yes | 24 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:49 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:57 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:34 | yes | 5 | 2 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:16 | yes | 21 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:30 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:19 | yes | 5 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:30 | yes | 10 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:07 | yes | 25 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:35 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:06 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:38 | yes | 22 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:38 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:26 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:49 | yes | 14 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:17 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:12 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:01 | yes | 5 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:48 | yes | 23 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:32 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:14 | yes | 10 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:51 | yes | 15 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:42 | yes | 15 | 58 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:31 | yes | 14 | 46 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:38 | yes | 3 | 21 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:08 | yes | 14 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:23 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:41 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:29 | yes | 20 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:58 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:36 | yes | 21 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:17 | yes | 8 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:59 | yes | 24 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:27 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:28 | yes | 9 | 58 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:01 | yes | 20 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:54 | yes | 22 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:32 | yes | 9 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:43 | yes | 5 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:41 | yes | 13 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:57 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:10 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:41 | yes | 16 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:24 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:07 | yes | 25 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:48 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:13 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:59 | yes | 10 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:00 | yes | 20 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:48 | yes | 14 | 14 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:17 | yes | 11 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:13 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:29 | yes | 14 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:21 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:57 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:01 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:53 | yes | 20 | 9 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:27 | yes | 19 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:36 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:26 | yes | 23 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:21 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:17 | yes | 9 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:47 | yes | 14 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:16 | yes | 25 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:53 | yes | 5 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:08 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:35 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:46 | yes | 17 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:19 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:42 | yes | 22 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:49 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:01 | yes | 17 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:27 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:26 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:32 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:35 | yes | 5 | 23 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:56 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:23 | yes | 23 | 68 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:05 | yes | 14 | 22 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:27 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:36 | yes | 21 | 37 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
Amplemarket's Duo Copilot read as Amplemarket Duo
Artisan read as Artisan Ava
Artisan (Ava AI BDR) read as Artisan Ava
Artisan (Ava AI SDR) read as Artisan Ava
Artisan (Ava) read as Artisan Ava
Artisan AI (Ava) read as Artisan Ava
Artisan AI (agent "Ava") read as Artisan Ava
HubSpot Breeze read as HubSpot Prospecting Agent
Instantly Copilot read as Instantly
Qualified read as Qualified Piper
Qualified (Piper) read as Qualified Piper
Reply read as Reply.io Jason
Reply (Jason AI) read as Reply.io Jason
Reply.Io read as Reply.io Jason
Reply.io read as Reply.io Jason
Reply.io (Jason AI) read as Reply.io Jason
Reply.io (Jason) read as Reply.io Jason
Salesforce Agentforce read as Salesforce Agentforce SDR
Salesforge read as Salesforge Agent Frank
Salesforge (Agent Frank) 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
Actively
Agentforce Sales
Anthropic (via agents)
AutoRev
AutoRev AI
Bland.ai
CallPrep
DealCrush
Firstquadrant
Funkel AI
Instanly Copilot
Laxis AI SDR
Luru
Outcraft AI
Persana AI Nia
Reply's Jason AI
RocketSDR
SalesMonk
Salesforce Outplay
Valley
Discontinued, still offered
No shut-down product was recommended here.