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. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
34%
Contested · Apollo.io 19%
34AiSDR19Apollo.io17Artisan Ava30others
34% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: AiSDR (34%) replaces Apollo.io (24% then, 19% now), 15 points clear, past the 11-point floor.AiSDR leads at 34%, replacing Apollo.io, which led at 24% and stands at 19% now: 15 points clear, past the 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
AiSDR38%Contested↗new leaderNew leader since October 2026: AiSDR (38%) replaces Apollo.io (32% then, 20% now), 18 points clear, past the 11-point floor.Standing →Mid-marketAiSDR34%Contested↗new leaderNew leader since October 2026: AiSDR (34%) replaces Apollo.io (24% then, 19% now), 15 points clear, past the 11-point floor.This pageEnterprise
11x25%Contested↗new leaderNew leader since October 2026: 11x (25%) replaces Artisan Ava (22% then, 23% now), 2 points clear, inside the 11-point floor.Standing →
AiSDR38%Contested↗new leaderNew leader since October 2026: AiSDR (38%) replaces Apollo.io (32% then, 20% now), 18 points clear, past the 11-point floor.Standing →Mid-marketAiSDR34%Contested↗new leaderNew leader since October 2026: AiSDR (34%) replaces Apollo.io (24% then, 19% now), 15 points clear, past the 11-point floor.This pageEnterprise11x25%Contested↗new leaderNew leader since October 2026: 11x (25%) replaces Artisan Ava (22% then, 23% now), 2 points clear, inside 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 October 2026
01AiSDR34%5%44endorsed leader▲+16Since October 2026: 18% → 34%, +16 points. Past the 11-point floor: movement.18% → 34%
AiSDR34%5%44endorsed leader▲+16Since October 2026: 18% → 34%, +16 points. Past the 11-point floor: movement.18% → 34%02
Apollo.io19%0%30accepted challenger▼−5Since October 2026: 24% → 19%, −5 points. Inside the 11-point floor: within noise.24% → 19%
Apollo.io19%0%30accepted challenger▼−5Since October 2026: 24% → 19%, −5 points. Inside the 11-point floor: within noise.24% → 19%03
Artisan Ava17%35%48criticized challenger▼−7Since October 2026: 24% → 17%, −7 points. Inside the 11-point floor: within noise.24% → 17%
Artisan Ava17%35%48criticized challenger▼−7Since October 2026: 24% → 17%, −7 points. Inside the 11-point floor: within noise.24% → 17%0411x4%62%37criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
11x4%62%37criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%05
Qualified Piper2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Qualified Piper2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%06
Amplemarket Duo2%15%13accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Amplemarket Duo2%15%13accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the five products at 0%, ordered by negative rate
11
Salesforge Agent Frank0%29%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Salesforge Agent Frank0%29%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Regie.ai0%15%13accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Regie.ai0%15%13accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%10
Salesforce Agentforce SDR0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesforce Agentforce SDR0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Clay0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Clay0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Instantly0%0%10accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Instantly0%0%10accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
All fifteen head-to-head pages: the top six products, each against each
AiSDR vs Qualified PiperAiSDR vs Amplemarket DuoApollo.io vs Artisan AvaApollo.io vs 11xApollo.io vs Qualified PiperApollo.io vs Amplemarket DuoArtisan Ava vs 11xArtisan Ava vs Qualified PiperArtisan Ava vs Amplemarket Duo11x vs Qualified Piper11x vs Amplemarket DuoQualified Piper vs Amplemarket Duo
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01AiSDR34%
AiSDR34%02Apollo.io19%
Apollo.io19%03Artisan Ava17%
Artisan Ava17%0411x4%
11x4%05Qualified Piper2%
Qualified Piper2%06Amplemarket Duo2%
Amplemarket Duo2%07Clay0%
Clay0%08Instantly0%
Instantly0%09Regie.ai0%
Regie.ai0%10Salesforce Agentforce SDR0%
Salesforce Agentforce SDR0%11Salesforge Agent Frank0%
Salesforge Agent Frank0%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 4.20, Mistral Small, DeepSeek V4 Flash, 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.
11x62%
23 of 37 labels negative · 12 of 14 models · 11 hard negative
“the controversies around misrepresentation and effectiveness make it a high-risk choice... Multiple sources describe it as over-hyped with "shady tactics."” Grok 4.20, negative prompt
Artisan Ava35%
17 of 48 labels negative · 11 of 14 models · 8 hard negative
“Be cautious about quality and value. A review describes it as having the lowest reported G2 score among the compared platforms” Perplexity Sonar, negative prompt
Salesforge Agent Frank29%
5 of 17 labels negative · 4 of 14 models · 2 hard negative
“Tools to Avoid on a Budget ... Salesforge (Agent Frank) — $499/month, quarterly billing” DeepSeek V4 Flash, budget prompt
Alice
100%
2 of 2 labels negative · 2 of 14 models · 1 hard negative
“one model (11x/Alice) was flagged for this issue” Mistral Small, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
77 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. 859 links across 276 sites, every framing counted. Ranked by the number of answers carrying the site or page. 64 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 · Artisan23 answers · 34 citations · 10 models
publisher (Gane)18 answers · 19 citations · 8 models
17 answers · 18 citations · 9 models
vendor site · AiSDR15 answers · 16 citations · 9 models
vendor site · Amplemarket15 answers · 15 citations · 10 models
15 answers · 15 citations · 9 models
vendor site · Albato13 answers · 13 citations · 7 models
vendor site · Salesforge12 answers · 18 citations · 7 models
12 answers · 12 citations · 10 models
vendor site · 11x11 answers · 14 citations · 6 models
11 answers · 12 citations · 8 models
11 answers · 11 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.
15 answers · 9 models
14 answers · 10 models
14 answers · 7 models
13 answers · 7 models
12 answers · 10 models
11 answers · 7 models
11 answers · 7 models
10 answers · 6 models
10 answers · 5 models
10 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| AiSDR aisdr.com AiSDR 34%, AiSDR Solo 4% | 38% | 123 | 880 | 3 | 8,418 | 0 | 5 | |
| Apollo.io apollo.io | 19% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| Artisan Ava artisan.co | 17% | 143 | 170 | 6 | 49,821 | $266 | 6 | |
| Reply.io Jason reply.io | 4% | 29 | 0 | 36,886 | 20 | |||
| Unify unifygtm.com | 4% | 35 | 33,100 | 29,422 | 22,100 | 0 | ||
| 11x 11x.ai | 4% | 124 | 6,600 | 1,108 | 7,146 | $1,010 | 26 | |
| Qualified Piper qualified.com | 2% | 41 | 170 | 4 | 24,264 | $23 | 17 | 3 |
| Amplemarket Duo amplemarket.com | 2% | 33 | 20 | 0 | 12,067 | 8 | 7 | |
| CellCog cellcog.ai | 2% | 18 | ||||||
| Outreach outreach.ai | 2% | 269 | 33,100 | 9,282 | 27,855 | $143 | 51 |
Google's top ten for the two searches hold 15 sites; 3 of them are among the sites the models cited here (aisdr.com, amplemarket.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 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 AvaReply.io JasonChangedno first choiceagainst: 11x, Artisan AvaApollo.iono first choiceagainst: 11x, Artisan Ava
Three alternatives
AiSDR, Apollo.io, RocketSDRTwo alternatives
11x, HubSpot Sales HubTwo alternatives
Amplemarket Duo, JazonTwo alternatives
AiSDR, Salesforge Agent FrankGPT-5.4 miniUnifyApollo.ioChangedArtisan Avaagainst: Amplemarket Duo, Reply.io Jason, Salesforge Agent FrankAiSDR, Qualified Piperno first choicenothing named
Four alternatives
AiSDR, Alta, Qualified Piper, WarmlyThree alternatives
B2B Rocket, Qualified Piper, Topo.ioFive alternatives
11x, AiSDR, Breakout, Qualified Piper, Salesforce Agentforce SDROne alternative
Salesforge Agent FrankGemini 3.5 FlashArtisan AvaArtisan AvaHeld11xAiSDRagainst: 11x, Alice, Artisan Ava, Avano first choiceagainst: 11x, Artisan Ava
Three alternatives
11x, Qualified Piper, Regie.aiThree alternatives
11x, Amplemarket Duo, Apollo.ioFive alternatives
AiSDR, Artisan Ava, Qualified Piper, Regie.ai, Salesforge Agent FrankFive alternatives
Apollo.ai, Clay, Instantly, Salesforge Agent Frank, Smartlead SmartAgentsPerplexity Sonar11xAiSDRChanged11x, Artisan Avaagainst: ClayAiSDRno first choiceagainst: 11x, Artisan Ava
Four alternatives
Agent Frank, AiSDR, Artisan Ava, Regie.aiFour alternatives
Apollo.io, Artisan Ava, Buzz, Reply.io with JasonSeven alternatives
AiSDR, Breakout, JustCall, Qualified Piper, Regie.ai, Salesforce Agentforce SDR, Salesforge Agent FrankThree alternatives
Instantly, Laxis, SalesmotionGrok 4.2011xApollo.ioChangedagainst: ZoomInfo CopilotAiSDR, Salesforge Agent Frankagainst: 11xAiSDR, CellCogagainst: 11x, Artisan Ava, Lindy, Salesforce Agentforce SDRno first choiceagainst: 11x
Five alternatives
AiSDR, Apollo.io, Artisan Ava, Breakout, IntercomTwo alternatives
Clay, HubSpot Sales Hub with AIThree alternatives
Artisan Ava, Qualified Piper, Reply.io JasonThree alternatives
Bardeen, Reply.io AI SDR, Salesforge Agent FrankMistral SmallAmplemarket DuoOutreach, Seamless.AIChangedno first choiceagainst: Regie.aiAiSDRno first choiceagainst: 11x, Alice
Two alternatives
Apollo.io, Artisan AvaTwo alternatives
Amplemarket Duo, ZoomInfo CopilotTwo alternatives
CellCog, Salesforge Agent FrankDeepSeek V4 FlashApollo.io, Artisan AvaAiSDRChangedagainst: 11x, Artisan AvaAiSDRAiSDR, Unifyagainst: 11x, Amplemarket Duo, Artisan Ava, Salesforge Agent Frankno first choiceagainst: 11x, AiSDR, Artisan Ava, Regie.ai, Salesforge Agent Frank
One alternative
AiSDRTwo alternatives
Apollo.io, Reply.io JasonSix alternatives
11x, Artisan Ava, Clay, HubSpot Prospecting Agent, Qualified Piper, Salesforce Agentforce SDRThree alternatives
Apollo.io, Instantly, Reply.io JasonLlama 4 MaverickApollo.ioApollo.ioHeldAiSDRApollo.iono first choiceagainst: 11x, Artisan Ava
Three alternatives
AiSDR, Amplemarket Duo, Artisan AvaThree alternatives
AiSDR, Artisan Ava, Seamless.AITwo alternatives
Apollo.io, InstantlyThree alternatives
Agent Frank, AiSDR, ArtraQwen 3.7 FlashAiSDRArtisan AvaChangedno first choiceAiSDRagainst: 11x, Artisan Avano first choiceagainst: 11x, Artisan Ava
Three alternatives
Amplemarket Duo, Apollo.io, Artisan AvaOne alternative
Apollo.ioTwo alternatives
ColdMailer, ProspeoKimi K2AiSDR, Apollo.ioagainst: 11xAiSDRChangedagainst: 11xArtisan AvaAiSDR Soloagainst: 11x, Artisan Avano first choiceagainst: 11x, Agent Frank, AiSDR, Artisan Ava, Salesforge Agent Frank
One alternative
Artisan AvaOne alternative
Apollo.ioFive alternatives
11x, AiSDR, Qualified Piper, Regie.ai, Salesforge Agent FrankThree alternatives
Agent Frank, Lindy, Reply.io JasonGLM 4.7 FlashXAiSDROverloopChangedagainst: 11xAiSDR, Smartlead SmartAgentsno first choiceno first choiceagainst: 11x, Artisan Ava, Salesforge Agent Frank
Two alternatives
Amplemarket Duo, Artisan AvaTwo alternatives
Artisan Ava, HubSpot Prospecting AgentTen alternatives
11x – Alice, Artisan Ava, B2B Rocket, Buzz’s AI Employee, Clay, Instantly, Jeeva, Qualified – Piper, Regie.ai, SalesmotionMiniMax M2.5Apollo.io, Artisan Avano first choiceChanged11x, AiSDRagainst: DriftReply.io Jasonno first choicenothing named
One alternative
Amplemarket DuoFour alternatives
Artisan Ava, Breakout, Intercom, Salesforce Agentforce SDRTwo alternatives
AiSDR, OpenClawGPT-6 LunaAiSDRAiSDRHeldno first choiceAiSDRno first choiceagainst: 11x, Artisan Ava
Two alternatives
HubSpot Prospecting Agent, UnifyOne alternative
Qualified PiperSix alternatives
11x Alice, Artisan Ava, HubSpot Prospecting Agent, Qualified Piper, Reply Jason AI, Salesforce Agentforce SDROne alternative
Apollo.ioMuse Glimmer 30BArtisan AvaArtisan AvaHeldAiSDRAiSDR Solono first choiceagainst: 11x, AIDR, Artisan Ava, leadsend.ai
Three alternatives
11x.ai — Alice, AiSDR, Amplemarket DuoTwo alternatives
11x Alice, AiSDRFive alternatives
11x – Alice / Julian, Artisan Ava, Regie.ai, Unify, ValleyFive alternatives
CellCog, Jeeva, Lindy, OpenClaw, 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.
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 | 2026-11-01 14:33 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:32 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:05 | yes | 11 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:37 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:13 | yes | 13 | 20 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:56 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:21 | yes | 24 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:42 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:02 | yes | 5 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:07 | yes | 20 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:59 | yes | 20 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:55 | yes | 5 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:56 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:38 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:39 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:02 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:54 | yes | 6 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:20 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:07 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:21 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:25 | yes | 25 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:03 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | yes | 8 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:07 | yes | 20 | 63 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:17 | yes | 24 | 82 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:42 | no | 0 | 76 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:30 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:48 | yes | 15 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:52 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:05 | yes | 2 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:49 | yes | 13 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:49 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:46 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:13 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:59 | yes | 20 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:27 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:18 | yes | 15 | 49 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:25 | yes | 23 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:15 | yes | 20 | 80 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:00 | yes | 10 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:34 | yes | 7 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:13 | yes | 25 | 50 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:35 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:33 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:00 | yes | 5 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:56 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:46 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:26 | yes | 23 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:19 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:33 | yes | 5 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:50 | yes | 9 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:42 | yes | 23 | 241 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:27 | yes | 5 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:27 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:17 | yes | 15 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:52 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:27 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:31 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:21 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:01 | yes | 10 | 78 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:48 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:12 | yes | 17 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:05 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:37 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:37 | yes | 10 | 66 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:47 | yes | 22 | 58 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:11 | no | 0 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:58 | yes | 2 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:01 | yes | 13 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:54 | yes | 18 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:19 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:07 | yes | 14 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:21 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:50 | yes | 10 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:12 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:32 | yes | 23 | 48 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:31 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:30 | yes | 5 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:59 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:27 | yes | 22 | 65 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:50 | no | 0 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:14 | yes | 5 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:57 | yes | 15 | 24 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 Duo Copilot read as Amplemarket Duo
Amplemarket's Duo Copilot read as Amplemarket Duo
Artisan read as Artisan Ava
Artisan (Ava) read as Artisan Ava
Artisan – Ava read as Artisan Ava
Artisan.co read as Artisan Ava
HubSpot Breeze read as HubSpot Prospecting Agent
HubSpot Breeze Prospecting Agent read as HubSpot Prospecting Agent
Qualified read as Qualified Piper
Qualified (Piper / PiperX) read as Qualified Piper
Qualified (Piper) read as Qualified Piper
Reply read as Reply.io Jason
Reply.io read as Reply.io Jason
Reply.io (Jason AI) read as Reply.io Jason
Reply.io (with Jason AI SDR) 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
Smartlead read as Smartlead SmartAgents
ZoomInfo read as ZoomInfo Copilot
Unresolved, counted raw
11x – Alice
11x – Alice / Julian
AIDR
Agent Jesse
Apollo.ai
Belkins
Buzz
Buzz’s AI Employee
ChatGPT API
ColdMailer
Expertise AI
HubSpot Sales Hub with AI (Breeze)
Jason (Reply.io)
Mailpool
Nagent NORA
Ocean
Qualified – Piper
Reply.io with Jason
RocketSDR
Salesforce/Einstein
leadsend.ai
Discontinued, still offered
No shut-down product was recommended here.