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. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · Apollo.io 20%
38AiSDR20Apollo.io04Apollo.ai38others
38% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: AiSDR (38%) replaces Apollo.io (32% then, 20% now), 18 points clear, past the 11-point floor.AiSDR leads at 38%, replacing Apollo.io, which led at 32% and stands at 20% now: 18 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.This pageMid-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.Standing →Enterprise
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.This pageMid-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.Standing →Enterprise11x25%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01AiSDR38%8%51endorsed leader▲+15Since October 2026: 23% → 38%, +15 points. Past the 11-point floor: movement.23% → 38%
AiSDR38%8%51endorsed leader▲+15Since October 2026: 23% → 38%, +15 points. Past the 11-point floor: movement.23% → 38%02
Apollo.io20%5%39accepted challenger▼−12Since October 2026: 32% → 20%, −12 points. Past the 11-point floor: movement.32% → 20%
Apollo.io20%5%39accepted challenger▼−12Since October 2026: 32% → 20%, −12 points. Past the 11-point floor: movement.32% → 20%03
CellCog4%0%15accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
CellCog4%0%15accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%04
Artisan Ava4%41%46criticized challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
Artisan Ava4%41%46criticized challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%05
Salesforge Agent Frank2%10%20accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Salesforge Agent Frank2%10%20accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%06
Instantly2%19%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Instantly2%19%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%0711x2%73%37criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
11x2%73%37criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
10
Regie.ai0%20%10accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Regie.ai0%20%10accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%09
Reply.io Jason0%17%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Reply.io Jason0%17%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
Clay0%12%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Clay0%12%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01AiSDR38%
AiSDR38%02Apollo.io20%
Apollo.io20%03CellCog4%
CellCog4%04Artisan Ava4%
Artisan Ava4%05Salesforge Agent Frank2%
Salesforge Agent Frank2%06Instantly2%
Instantly2%0711x2%
11x2%08Clay0%
Clay0%09Reply.io Jason0%
Reply.io Jason0%10Regie.ai0%
Regie.ai0%What they warned about
Two 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 4.20, 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.
Artisan Ava41%
19 of 46 labels negative · 13 of 14 models · 10 hard negative
“Artisan and 11x.ai: These agents promise to replace human reps entirely but score low in AI and automation metrics, carry significant platform and credibility risks” Llama 4 Maverick, negative prompt
11x73%
27 of 37 labels negative · 12 of 14 models · 15 hard negative
“11x is a replacement tool: it tries to run the entire SDR function autonomously." ... "carry significant platform and credibility risks, and cost significantly more.” Muse Glimmer 30B, negative prompt
AiSDR8%
4 of 51 labels negative · 4 of 14 models · 3 hard negative
“noted for its high cost, lack of a free trial, and significant upfront financial commitment, which is prohibitive for small businesses” Mistral Small, negative prompt
Qualified Piper57%
4 of 7 labels negative · 3 of 14 models · 2 hard negative
“total cost of $70K–$128K/year, including required Salesforce integration, making it far too expensive for small businesses” 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
78 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. 797 links across 275 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 · CellCog26 answers · 35 citations · 11 models
publisher (Gane)25 answers · 26 citations · 9 models
vendor site · Artisan20 answers · 22 citations · 10 models
15 answers · 16 citations · 6 models
vendor site · AiSDR14 answers · 15 citations · 8 models
14 answers · 15 citations · 8 models
vendor site · Cirrus Insight14 answers · 14 citations · 10 models
vendor site · Capterra13 answers · 19 citations · 9 models
13 answers · 13 citations · 10 models
13 answers · 13 citations · 8 models
vendor site · Albato12 answers · 12 citations · 8 models
11 answers · 11 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.
26 answers · 11 models
24 answers · 9 models
13 answers · 10 models
13 answers · 7 models
12 answers · 8 models
11 answers · 8 models
10 answers · 7 models
10 answers · 7 models
9 answers · 7 models
9 answers · 4 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 38%, AiSDR Solo 2% | 40% | 123 | 880 | 3 | 8,418 | 0 | 5 | |
| Apollo.io apollo.io | 20% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| CellCog cellcog.ai | 4% | 18 | ||||||
| Artisan Ava artisan.co | 4% | 143 | 170 | 6 | 49,821 | $266 | 6 | |
| B2B Rocket b2brocket.ai | 4% | 5 | ||||||
| Apollo.ai | 4% | |||||||
| Buzz.ai buzz.ai | 4% | 2 | ||||||
| Salesforge Agent Frank salesforge.ai | 2% | 44 | 10 | 0 | 119,383 | 19 | 1 | |
| Instantly instantly.ai | 2% | 107 | 74,000 | 87,944 | 59,881 | $986 | 17 | |
| Agent Frank | 2% | 210 | 152 |
Google's top ten for the two searches hold 15 sites; 1 of them are among the sites the models cited here (aisdr.com). 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 4.5folk CRMagainst: 11x11x, HubSpotChangedAiSDRAiSDRno first choiceagainst: 11x, AiSDR, Artisan Ava
Three alternatives
AiSDR, Apollo.io, AvaTwo alternatives
Agent Frank, ZoomInfo CopilotThree alternatives
11x, Artisan Ava, Regie.aiThree alternatives
Apollo.io, Salesforge Agent Frank, eesierGPT-5.4 miniAgent Frank, AiSDRApollo.ioChangedAiSDRagainst: 11xSalesforge Agent Frankagainst: Outplay, Reply.io Jasonno first choicenothing named
Two alternatives
Amplemarket Duo, Qualified PiperTwo alternatives
Qualified Piper, SaleshandyTwo alternatives
Artisan Ava, Qualified PiperTwo alternatives
Artisan Ava, Smartlead SmartAgentsGemini 3.5 FlashAiSDRagainst: 11x, Qualified PiperApollo.aiChangedAiSDRagainst: 11xApollo.aiagainst: 11x, Artisan Avano first choicenothing named
Four alternatives
Apollo.io, Artisan Ava, Clay, UnifyFour alternatives
AiSDR, Clay, Instantly, Reply.io JasonFour alternatives
Artisan Ava, Clay, Dapta, Salesforge Agent FrankThree alternatives
AiSDR, Instantly, Reply.io JasonPerplexity SonarAiSDRArtisan AvaChangedAiSDRApollo.ioagainst: 11x, Instantlyno first choiceagainst: 11x, Alice, Artisan Ava, Ava, Jason AI, Salesforge Agent Frank
Three alternatives
Artisan Ava, Overloop, UnifyOne alternative
Apollo.ioSeven alternatives
Apollo.io, Artisan Ava, Clay, Jeeva, Lindy, Reply.io Jason, Salesforge Agent FrankOne alternative
AiSDRGrok 4.20AiSDRagainst: 11x, Amplemarket Duo, Regie.aiB2B RocketChangedAiSDR, WorkAgentagainst: AgentX, Apollo.io, Instantly, SalesBotAiSDRagainst: 11x, Amplemarket Duo, Artisan Avano first choiceagainst: 11x, AltaCustom, Amplemarket Duo, Artisan Ava, Beanbag AI, Floworks, Reply.io Jason, Salesforge Agent Frank
Three alternatives
Artisan Ava, CellCog, Salesforge Agent FrankFour alternatives
HubSpot Sales Hub, Instantly, Intempt, Reply.io JasonThree alternatives
11x, Artisan Ava, Reply.io JasonFour alternatives
Apollo.io, CellCog, Clay, SaleshandyMistral SmallAiSDRB2B Rocket, RegieGOChangedAiSDRAiSDRno first choiceagainst: 11x, AiSDR, Artisan Ava, Qualified Piper
Two alternatives
Apollo.io, InstantlyTwo alternatives
Fireflies.ai, HubSpot Prospecting AgentFive alternatives
11x, Artisan Ava, CellCog, Reply.io Jason, Salesforge Agent FrankThree alternatives
Jeeva, Regie.ai, Reply.io JasonDeepSeek V4 FlashAiSDRagainst: 11x, Clay, Qualified PiperApollo.ioChangedAiSDRagainst: 11x, Artisan AvaAiSDR Soloagainst: 11x, Artisan Ava, Reply.io Jasonno first choiceagainst: 11x, AiSDR.com, Artisan Ava, Qualified Piper
Two alternatives
Apollo.io, Artisan AvaTwo alternatives
AiSDR, Artisan AvaFour alternatives
Apollo.io, CellCog, Reply.io's Jason AI, Salesforge Agent FrankTwo alternatives
Apollo.io, InstantlyLlama 4 MaverickAiSDRno first choiceChangedCellCogAiSDRno first choiceagainst: 11x, Apollo.io, Artisan Ava
Two alternatives
Apollo.io, OverloopTwo alternatives
AiSDR, Artisan AvaThree alternatives
CellCog, Jeeva, Reply.io JasonQwen 3.7 FlashAiSDRagainst: 11x, Salesforce Agentforce SDRArtisan Ava, Buzz.aiChangedAiSDR, CellCogAiSDRagainst: 11x, Artisan Avano first choiceagainst: 11x, Instantly, Smartlead SmartAgents
Four alternatives
Apollo.io, Chattie, Instantly, Regie.aiOne alternative
Apollo.ioFive alternatives
Apollo.io, Clay, Reply.io Jason, Salesforge Agent Frank, Smartlead SmartAgentsTwo alternatives
Apollo.io, Salesforge Agent FrankKimi K2AiSDRApollo.ioChangedagainst: Outreach, Salesloft RhythmArtisan Ava, Salesforge Agent FrankInstantlyagainst: 11x, Amplemarket Duo, Artisan Avano first choiceagainst: 11x, Artisan Ava
Two alternatives
Apollo.io, Artisan AvaSix alternatives
11x, Artisan Ava, Clay, Lemlist, Mailshake, Reply.io JasonThree alternatives
11x, AiSDR, Reply.io JasonThree alternatives
AiSDR, Apollo.io, LindyGLM 4.7 FlashXCellCogagainst: 11x, Artisan AvaBuzz.aiChangedAiSDR, Artisan Ava, Salesforge – Agent FrankWorkAgentagainst: 11x, Artisan Avano first choiceagainst: 11x, Artisan Ava
Two alternatives
AiSDR, Apollo.ioTwo alternatives
Apollo.io, IntemptFour alternatives
11x – Alice, CellCog, Qualified – Piper, Regie.aiTwo alternatives
AiSDR, CellCogMiniMax M2.5CellCogApollo.ioChangedAiSDR, CellCogApollo.iono first choiceagainst: Artisan Ava
Three alternatives
Agent Frank, AiSDR, Artisan AvaThree alternatives
Clay, Intempt, SalesflareSeven alternatives
11x, Artisan Ava, Clay, HubSpot Prospecting Agent, Salesforce Agentforce SDR, Unify, ValleyThree alternatives
AiSDR, Clay, Reply.io JasonGPT-6 LunaAiSDRAiSDRHeldAiSDRagainst: 11x AliceApollo.iono first choiceagainst: 11x Alice, AiSDR, Artisan Ava
Two alternatives
Qualified's Piper, Salesforge Agent FrankThree alternatives
Agent Frank, Artisan Ava, Reply.io JasonOne alternative
AiSDRMuse Glimmer 30BApollo.ioApollo.ioHeldArtisan Avaagainst: 11x, ClayAiSDRno first choiceagainst: 11x, AiSDR, Artisan Ava, Regie.ai
Two alternatives
AiSDR, Artisan AvaOne alternative
AiSDRFour alternatives
AiSDR, Amplemarket Duo, CellCog, Regie.aiTwo alternatives
Apollo.io, CellCogBold 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 09:33 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | 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 09:40 | yes | 8 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:45 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:06 | yes | 10 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:13 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:28 | yes | 24 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:01 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:54 | yes | 5 | 14 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:25 | yes | 10 | 77 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:03 | yes | 10 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:48 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:29 | yes | 3 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:55 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:23 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:00 | yes | 3 | 7 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 12:11 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:13 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 14 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:45 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:46 | yes | 24 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:51 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:27 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:06 | yes | 10 | 46 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:49 | yes | 20 | 355 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:42 | yes | 10 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:40 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:16 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:19 | yes | 18 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:56 | yes | 3 | 7 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 15:57 | yes | 11 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:53 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:07 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:58 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:12 | yes | 23 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:03 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:59 | yes | 5 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:42 | yes | 14 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:29 | yes | 15 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:08 | yes | 5 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:41 | yes | 5 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:52 | yes | 14 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:04 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:11 | yes | 1 | 6 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 11:46 | yes | 12 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:34 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:01 | yes | 5 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:41 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:26 | yes | 21 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:56 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:45 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:16 | yes | 14 | 42 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:56 | yes | 24 | 107 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:46 | yes | 5 | 33 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:24 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:22 | yes | 14 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:28 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:47 | no | 0 | 6 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 15:51 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:25 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:30 | yes | 9 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:46 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:50 | yes | 10 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:09 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:53 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:57 | yes | 15 | 56 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:57 | yes | 14 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:01 | no | 0 | 27 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:39 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:05 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:17 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:13 | yes | 5 | 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 15:04 | yes | 11 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:14 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:28 | yes | 10 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:48 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:40 | yes | 24 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:26 | yes | 20 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:20 | yes | 23 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:27 | yes | 24 | 29 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:43 | yes | 5 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:08 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:31 | yes | 17 | 29 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
Artisan read as Artisan Ava
Artisan (Ava agent) read as Artisan Ava
Artisan (Ava) read as Artisan Ava
Artisan (with Ava) read as Artisan Ava
Artisan AI read as Artisan Ava
Artisan AI (Ava) read as Artisan Ava
Artisan – Ava read as Artisan Ava
Artisan.co (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
Reply.io (Jason) read as Reply.io Jason
Reply.io (with Jason AI) read as Reply.io Jason
Salesforce Agentforce read as Salesforce Agentforce SDR
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
Smartlead.ai read as Smartlead SmartAgents
ZoomInfo read as ZoomInfo Copilot
Unresolved, counted raw
11x – Alice
AgentX
AiSDR.com
AltaCustom
Apollo.ai
Beanbag AI
Chattie
Floworks
GoHighLevel's AI Employee
Gojiberry
Instantly AI Sales Agent
OXYGEN
Parallel AI
Qualified – Piper
Qualified's Piper
Reply's Jason
Reply.io's Jason AI
SalesBot
SalesForce Agent Frank
Salesforge – Agent Frank
Discontinued, still offered
No shut-down product was recommended here.