AI SDR agents for enterprise buyers
Asked as “AI SDR agent”, and as “AI sales development tool that prospects and books meetings”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Artisan Ava 23%
2511x23Artisan Ava12Regie.ai40others
25% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: 11x (25%) replaces Artisan Ava (22% then, 23% now), 2 points clear, inside the 11-point floor.11x leads at 25%, replacing Artisan Ava, which led at 22% and stands at 23% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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.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.This page
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.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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
0111x25%31%45criticized challenger▲+9Since October 2026: 16% → 25%, +9 points. Inside the 11-point floor: within noise.16% → 25%
11x25%31%45criticized challenger▲+9Since October 2026: 16% → 25%, +9 points. Inside the 11-point floor: within noise.16% → 25%02
Artisan Ava23%22%49accepted challenger▲+1Since October 2026: 22% → 23%, +1 point. Inside the 11-point floor: within noise.22% → 23%
Artisan Ava23%22%49accepted challenger▲+1Since October 2026: 22% → 23%, +1 point. Inside the 11-point floor: within noise.22% → 23%03
Regie.ai12%26%31criticized challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%
Regie.ai12%26%31criticized challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%04
Salesforce Agentforce SDR4%21%33accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Salesforce Agentforce SDR4%21%33accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%05
Qualified Piper4%10%20accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Qualified Piper4%10%20accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
Outreach4%23%13accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%
Outreach4%23%13accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%07AiSDR4%44%25criticized challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
AiSDR4%44%25criticized challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%08
Amplemarket Duo2%18%11accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Amplemarket Duo2%18%11accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the two products at 0%, ordered by negative rate
10
Apollo.io0%25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Apollo.io0%25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Clay0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Clay0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.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 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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% negative40%
Key
0111x25%
11x25%02Artisan Ava23%
Artisan Ava23%03Regie.ai12%
Regie.ai12%04Salesforce Agentforce SDR4%
Salesforce Agentforce SDR4%05Qualified Piper4%
Qualified Piper4%06Outreach4%
Outreach4%07AiSDR4%
AiSDR4%08Amplemarket Duo2%
Amplemarket Duo2%09Clay0%
Clay0%10Apollo.io0%
Apollo.io0%What they warned about
Three 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 and GLM 4.7 FlashX 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.
11x31%
14 of 45 labels negative · 11 of 14 models · 9 hard negative
“11x / Alice: Highest caution. Public reporting and industry commentary have raised concerns about customer churn, credibility of customer claims, opaque annual-contract pricing” Perplexity Sonar, negative prompt
Artisan Ava22%
11 of 49 labels negative · 9 of 14 models · 6 hard negative
“What to Avoid for Your Use Case: - Artisan (Ava): Credit-based usage model ... not designed for thousands of concurrent users.” DeepSeek V4 Flash, budget prompt
AiSDR44%
11 of 25 labels negative · 7 of 14 models · 3 hard negative
“What to Avoid ... AiSDR / Salesforge: SMB/mid-market focus; not built for enterprise scale.” DeepSeek V4 Flash, budget prompt
Salesforce Agentforce SDR21%
7 of 33 labels negative · 6 of 14 models · 2 hard negative
“Avoid seat-priced platforms for this requirement — tools such as Regie.ai and Salesforce Agentforce can become expensive” Perplexity Sonar, budget 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
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. 934 links across 297 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 · Artisan36 answers · 52 citations · 13 models
vendor site · Instantly23 answers · 36 citations · 11 models
22 answers · 23 citations · 10 models
publisher (Gane)22 answers · 22 citations · 9 models
vendor site · Albato17 answers · 17 citations · 8 models
16 answers · 17 citations · 8 models
vendor site · Salesforge15 answers · 19 citations · 9 models
vendor site · Amplemarket14 answers · 14 citations · 8 models
vendor site · Prospeo13 answers · 16 citations · 8 models
vendor site · 11x12 answers · 17 citations · 7 models
11 answers · 11 citations · 6 models
11 answers · 11 citations · 9 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.
22 answers · 9 models
17 answers · 8 models
16 answers · 10 models
14 answers · 8 models
13 answers · 7 models
13 answers · 9 models
11 answers · 6 models
11 answers · 7 models
11 answers · 9 models
10 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 |
|---|---|---|---|---|---|---|---|---|
| 11x 11x.ai | 25% | 124 | 6,600 | 1,108 | 7,146 | $1,010 | 26 | |
| Artisan Ava artisan.co | 23% | 143 | 170 | 6 | 49,821 | $266 | 6 | |
| Regie.ai regie.ai | 12% | 54 | 590 | 0 | 1,988 | 0 | ||
| 11x Alice | 6% | |||||||
| Salesforce parent site Salesforce Agentforce SDR 4%, Salesforce Einstein 2%, Salesforce Service Cloud 0% | 6% | 223 | 550,000 | 60,632 | ||||
| Qualified Piper qualified.com | 4% | 41 | 170 | 4 | 24,264 | $23 | 17 | 3 |
| Outreach outreach.ai | 4% | 269 | 33,100 | 9,282 | 27,855 | $143 | 51 | |
| Salesloft salesloft.com Salesloft Rhythm 4% | 4% | 12 | 18,100 | 445 | 52,058 company | $4,229 | 74 | |
| AiSDR aisdr.com | 4% | 123 | 880 | 3 | 8,418 | 0 | 5 | |
| Amplemarket Duo amplemarket.com | 2% | 33 | 20 | 0 | 12,067 | 8 | 7 |
Google's top ten for the two searches hold 15 sites; 2 of them are among the sites the models cited here (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 an enterprise B2B company?”Paraphrase“Which AI sales development tool that prospects and books meetings would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI SDR agents and how do they differ?”Budget-constrained“What is the best AI SDR agent for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an AI SDR agent. What should we look at?”Negative“Which AI SDR agents should a large enterprise avoid or be cautious about?”
Claude Haiku 4.511xArtisan AvaChanged11xagainst: Drift AIAmplemarket Duono first choiceagainst: 11x
Three alternatives
Artisan Ava, Qualified Piper, Regie.aiThree alternatives
11x, Outreach, Salesforce Einstein AgentforceTwo alternatives
Jazon, Salesforce Agentforce SDROne alternative
Regie.aiGPT-5.4 miniQualified PiperSalesloft RhythmChangedArtisan AvaArtisan Avano first choicenothing named
Two alternatives
Alta, Salesforce Agentforce SDRTwo alternatives
Apollo.io, Qualified PiperSix alternatives
11x Alice, Apollo.io, Gong Revenue Harness / Custom Agents, Qualified Piper, Relevance AI, Salesforce Agentforce SDROne alternative
11xGemini 3.5 FlashRegie.ai11x, Regie.aiChanged11x, Artisan AvaRegie.aiagainst: 11x, Artisan Avano first choicenothing named
Six alternatives
11x, Artisan Ava, Clay, Qualified Piper, Salesforce Agentforce SDR, UnifyThree alternatives
Outreach, Qualified Piper, Salesloft RhythmFour alternatives
Clay, Qualified Piper, Regie.ai, Salesforce Agentforce SDRThree alternatives
Apollo.io, Copy.ai, Salesforce Agentforce SDRPerplexity Sonar11xArtisan AvaChangedagainst: Apollo.ioSalesforce Agentforce SDRagainst: AiSDRAiSDRagainst: Regie.ai, Salesforce Agentforce SDRno first choiceagainst: 11x, Alice, Artisan Ava, Ava
Three alternatives
Artisan Ava, Regie.ai, Salesforce Agentforce SDRFour alternatives
11x, Outreach, Salesforce Agentforce SDR, Salesloft RhythmSeven alternatives
11x, Amplemarket Duo, Artisan Ava, Lyzr Jazon, Outreach AI features, Qualified Piper, Regie.ai RegieOneOne alternative
11xGrok 4.2011xagainst: AiSDR, Amplemarket Duo, Conversica, Regie.aiZoomInfo CopilotChanged11x, Artisan Ava, Conversicaagainst: AiSDR, Murf.ai, Salesforge Agent FrankSalesforce Agentforce SDRagainst: AiSDR, Amplemarket Duo, Apollo.io, Piper, Qualified Piper, Regie.ai, SalesTools.iono first choicenothing named
Two alternatives
Artisan Ava, Salesforge Agent FrankFour alternatives
11x, Apollo.io, Regie.ai, Salesloft RhythmThree alternatives
Amplemarket Duo, Plura AI, UnifyGTMTwo alternatives
11x Alice, Artisan AvaMistral Small11xSeamless.AIChangedno first choiceRegie.aiagainst: 11x, Artisan Avano first choiceagainst: 11x, Salesforce Agentforce SDR
Three alternatives
Amplemarket Duo, Artisan Ava, Qualified PiperTwo alternatives
AnyBiz.io, HighspotDeepSeek V4 Flash11xagainst: AiSDRArtisan AvaChanged11x, Artisan AvaRegie.aiagainst: AiSDR, Artisan Ava, Outreach, Salesforce Agentforce SDR, Salesforge Agent Frankno first choiceagainst: 11x, Artisan Ava
Three alternatives
Artisan Ava, Landbase, Salesforce Agentforce SDROne alternative
11xThree alternatives
Clay, Outreach, Salesforce Agentforce SDROne alternative
11xLlama 4 Maverick11xno first choiceChangedno first choiceAiSDRagainst: 11x, Artisan Avano first choiceagainst: 11x, Artisan Ava
Four alternatives
Agentplace, Amplemarket Duo, Artisan Ava, Qualified PiperOne alternative
InstantlyQwen 3.7 Flash11xArtisan Ava, OutreachChangedHyperboundQualified Piper, Regie.aiagainst: Outreach, Salesloft Rhythmno first choiceagainst: Apollo.io, ZoomInfo Copilot
Two alternatives
Artisan Ava, LandbaseOne alternative
11xFour alternatives
Gong, RepVantage, Salesforce Agentforce SDR, Vertos.aiOne alternative
AiSDRKimi K211xagainst: AiSDROutreach, Salesloft RhythmChangedagainst: Apollo.ioArtisan Ava11x, Salesforce Agentforce SDRagainst: Outreach, Regie.ai, Salesloft Rhythmno first choiceagainst: 11x, AiSDR, Artisan Ava, Regie.ai
Two alternatives
Artisan Ava, Salesforce Agentforce SDROne alternative
GongFive alternatives
11x, AiSDR, Qualified Piper, Regie.ai, Salesforce Agentforce SDRTwo alternatives
AiSDR, InstantlyGLM 4.7 FlashXArtisan AvaSalesforce EinsteinChangedno first choiceArtisan Avaagainst: 11x, Regie.aino first choiceagainst: 11x, AiSDR, Artisan Ava, HubSpot Prospecting Agent, Salesforce Agentforce SDR
Four alternatives
11x, AiSDR, Regie.ai, Salesforce Agentforce SDRTwo alternatives
AiSDR, Salesloft RhythmThree alternatives
AiSDR, Instantly, Salesforge Agent FrankMiniMax M2.511x11xHeldagainst: Salesforce Agentforce SDRArtisan Avaagainst: AiSDRInstantlyagainst: 11x, Salesforce Agentforce SDRno first choicenothing named
One alternative
Artisan AvaTwo alternatives
Artisan Ava, OutreachSeven alternatives
11x, Apollo.io, Clay, Outreach AI Agents, Regie.ai, Reply.io Jason, Salesforce Agentforce SDRGPT-6 LunaArtisan AvaArtisan AvaHeldno first choiceUnifyno first choiceagainst: 11x, Artisan Ava
Three alternatives
11x Alice, Agentforce for Sales Development, Qualified PiperOne alternative
11x AliceSix alternatives
11x Alice, Amplemarket Duo, Artisan Ava, Qualified Piper, Regie.ai, Salesforce Agentforce SDROne alternative
Salesforce Service CloudMuse Glimmer 30B11x Alice, Artisan Ava11x Alice, Artisan AvaHeld11x.ai – Alice & Julian, Artisan Ava11x Aliceagainst: Regie.ai, Salesforce Agentforce SDRno first choiceagainst: 11x, AiSDR, Artisan Ava, Qualified Piper, Regie.ai
Two alternatives
Regie.ai, Salesforce Agentforce SDRTwo alternatives
Qualified Piper, Salesforce Service CloudFour alternatives
AiSDR, Alta, Regie.ai, Salesforce Agentforce – SDR AgentTwo alternatives
AiSDR, Artisan AvaBold 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 11:39 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:15 | yes | 3 | 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 14:47 | yes | 8 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:09 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:37 | yes | 8 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:23 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:32 | yes | 24 | 57 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:46 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:23 | yes | 5 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:16 | yes | 10 | 49 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:10 | yes | 15 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:00 | yes | 5 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:22 | yes | 4 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:25 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:27 | yes | 20 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:37 | 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 15:35 | yes | 7 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:40 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:13 | yes | 15 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:43 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:01 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:24 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:39 | yes | 20 | 87 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:53 | yes | 25 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:08 | yes | 15 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:34 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:55 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:10 | yes | 15 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:33 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:45 | yes | 6 | 10 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 11:48 | yes | 11 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:48 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:56 | yes | 15 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:44 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:57 | yes | 23 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:10 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:38 | no | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:01 | yes | 25 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:42 | yes | 10 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:58 | yes | 25 | 84 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:24 | yes | 7 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:03 | yes | 13 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:17 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:17 | yes | 2 | 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 15:00 | yes | 9 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:23 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:14 | yes | 15 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:20 | yes | 5 | 23 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:41 | yes | 24 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:24 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:23 | yes | 10 | 70 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:21 | yes | 24 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 21 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:31 | yes | 13 | 64 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:40 | yes | 2 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:23 | yes | 22 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:13 | yes | 18 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:22 | yes | 4 | 7 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 17:33 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:07 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:04 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:32 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:03 | yes | 17 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:05 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:08 | yes | 5 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:52 | yes | 25 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:21 | yes | 13 | 32 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:16 | no | 0 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:55 | yes | 4 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:33 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:31 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:55 | yes | 6 | 7 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 13:50 | yes | 10 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:06 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:48 | yes | 5 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:03 | yes | 9 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:26 | yes | 24 | 62 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:59 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:26 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:05 | yes | 19 | 65 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:59 | yes | 24 | 43 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:33 | yes | 12 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:34 | yes | 5 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:57 | yes | 21 | 33 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's Duo Copilot read as Amplemarket Duo
Artisan read as Artisan Ava
Artisan (Ava 2.0) read as Artisan Ava
Artisan (Ava) read as Artisan Ava
Artisan (specifically their "Ava" agent) read as Artisan Ava
Artisan AI read as Artisan Ava
Artisan AI (Ava) read as Artisan Ava
Artisan AI (specifically the "Ava" SDR) read as Artisan Ava
Artisan – Ava read as Artisan Ava
Artisan.co (Ava) 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 AI SDR) read as Qualified Piper
Qualified (Piper the AI SDR Agent) read as Qualified Piper
Qualified (Piper) read as Qualified Piper
Salesforce Agentforce read as Salesforce Agentforce SDR
Salesforce Einstein / 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
Salesloft read as Salesloft Rhythm
Smartlead read as Smartlead SmartAgents
ZoomInfo read as ZoomInfo Copilot
Unresolved, counted raw
11x.ai – Alice & Julian
Agentforce for Sales Development
Amplemarket Duo AI copilot
AnyBiz.io
Drift AI
Gong Revenue Harness / Custom Agents
Instantly AI
Jeeva.AI
Lavender AI
Lyzr Jazon
Murf.ai
Outreach AI Agents
Outreach AI features
Overloop AI
Plura AI
Regie.ai RegieOne
RepVantage
Salesforce Agentforce – SDR Agent
Salesforce Einstein Agentforce
Sintra AI
UnifyGTM
Vertos.ai
Discontinued, still offered
No shut-down product was recommended here.