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, twelve models each.
Standing · first-choice share
24%
Contested · AiSDR 22%
24Apollo.io22AiSDR09Agent Frank44others
24% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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 twenty-eight head-to-head pages: the top eight products, each against each
Apollo.io vs AiSDRApollo.io vs Reply.io JasonApollo.io vs Qualified PiperApollo.io vs Agent FrankAmplemarket Duo vs Artisan AvaAmplemarket Duo vs Salesforge Agent FrankAmplemarket Duo vs AiSDRAmplemarket Duo vs Reply.io JasonAmplemarket Duo vs Qualified PiperAmplemarket Duo vs Agent FrankArtisan Ava vs Salesforge Agent FrankArtisan Ava vs AiSDRArtisan Ava vs Reply.io JasonArtisan Ava vs Qualified PiperArtisan Ava vs Agent FrankSalesforge Agent Frank vs AiSDRSalesforge Agent Frank vs Reply.io JasonSalesforge Agent Frank vs Qualified PiperSalesforge Agent Frank vs Agent FrankAiSDR vs Reply.io JasonAiSDR vs Qualified PiperAiSDR vs Agent FrankReply.io Jason vs Qualified PiperReply.io Jason vs Agent FrankQualified Piper vs 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 →
01
02A03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Apollo.io24%
Apollo.io24%02AiSDR22%
AiSDR22%03Agent Frank9%
04Clay4%
Clay4%05Instantly2%
Instantly2%06Amplemarket Duo2%
Amplemarket Duo2%07Reply.io Jason0%
Reply.io Jason0%08Artisan Ava0%
Artisan Ava0%0911x0%
11x0%What they warned about
One of twelve models held their first choice under the paraphrase. 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.
11x61%
14 of 23 labels negative · 7 of 12 models · 9 hard negative
“too expensive and complex for small teams, and some carry credibility risks... TechCrunch (Mar 2025) exposed inflated ARR and fake customer logos” DeepSeek V4 Flash, comparative prompt
Artisan Ava38%
12 of 32 labels negative · 7 of 12 models · 8 hard negative
“Artisan AI: Frequently criticized by users for sending thousands of emails with zero replies.” Qwen 3.7 Flash, negative prompt
AiSDR8%
3 of 40 labels negative · 2 of 12 models · 2 hard negative
“AiSDR: While popular, it faces backlash for being a "black box."” Qwen 3.7 Flash, negative prompt
Clay12%
2 of 16 labels negative · 2 of 12 models · 1 hard negative
“NOT an AI SDR — enrichment infrastructure; sends nothing” DeepSeek V4 Flash, comparative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 318 links across 136 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Salesforge11 answers · 22 citations · 3 models
vendor site · Amplemarket11 answers · 11 citations · 3 models
vendor site · 11x8 answers · 15 citations · 4 models
vendor site · Artisan8 answers · 8 citations · 3 models
vendor site · AiSDR7 answers · 13 citations · 3 models
7 answers · 9 citations · 4 models
vendor site · Monday.com7 answers · 8 citations · 3 models
vendor site · Instantly6 answers · 9 citations · 2 models
vendor site · eesier5 answers · 7 citations · 3 models
5 answers · 6 citations · 3 models
5 answers · 5 citations · 3 models
5 answers · 5 citations · 2 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.
11 answers · 3 models
6 answers · 2 models
5 answers · 2 models
5 answers · 3 models
5 answers · 2 models
4 answers · 2 models
4 answers · 3 models
4 answers · 2 models
4 answers · 2 models
4 answers · 2 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% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| AiSDR aisdr.com | 22% | 123 | 880 | 3 | 8,418 | 0 | 5 | |
| Agent Frank | 9% | 210 | 152 | |||||
| Clay clay.com | 4% | 287 | 135,000 | 168,089 | 294,056 | 11 | ||
| Salesforge Agent Frank salesforge.ai | 4% | 44 | 10 | 0 | 119,383 | 19 | 1 | |
| SalesTools.io salestools.io | 4% | 1 | 20 | 0 | ||||
| eesier eesier.com | 4% | 1 | ||||||
| Instantly instantly.ai | 2% | 107 | 74,000 | 87,944 | 59,881 | $986 | 17 | |
| Amplemarket Duo amplemarket.com | 2% | 33 | 20 | 0 | 12,067 | 8 | 7 | |
| SalesRobot salesrobot.co | 2% |
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 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 4.5Apollo.ioApollo.ioHeldAmplemarket DuoApollo.ioagainst: 11x, Artisan Avano first choicenothing named
Three alternatives
AiSDR, Amplemarket Duo, eesierTwo alternatives
Artisan Ava, DriftThree alternatives
AiSDR, Apollo.io, Reply.io JasonThree alternatives
AiSDR, Instantly, Reply.io JasonGPT-5.4 miniClayB2B RocketChangedAiSDRagainst: 11x, Artisan Ava, Lemlist, Reply.io JasonAiSDRagainst: Qualified Piperno first choicenothing named
One alternative
11xFour alternatives
AiSDR, Apollo.io, Lemlist, Qualified PiperFive alternatives
Apollo.io, Instantly, Overloop, Regie.ai, Smartlead SmartAgentsTwo alternatives
SalesDeveloper.ai, Squirrels AIGemini 3.5 FlashAgent Frank, AiSDRAiSDRChangedagainst: 11x, Artisan AvaAiSDR, Artisan Avaagainst: 11x, Apollo.ioInstantly, eesieragainst: 11x, Artisan Avano first choiceagainst: 11x's Alice, Artisan Ava
Two alternatives
Ava, InstantlyFour alternatives
Agent Frank, Clay, Instantly, SalesRobotTwo alternatives
Persana AI, SalesRobotTwo alternatives
Agent Frank, AiSDRPerplexity SonarAiSDRApollo.ioChangedAiSDR, Artisan AvaApollo.io, Jeevano first choicenothing named
Three alternatives
Amplemarket Duo, Artisan Ava, ColdreachThree alternatives
11x, Artisan Ava, HubSpot Sales HubFour alternatives
Agent Frank, Apollo.io, Instantly, Reply.io JasonTwo alternatives
Agent Frank, AiSDRGrok 4.20Salesforge Agent Frankagainst: Artisan AvaApollo.ioChangedApollo.io, SaleshandyBabugeragainst: Agent Frank, AiSDR, Artisan AvaAiSDRagainst: 11x, AiSDR, Artisan Ava
One alternative
AiSDRTwo alternatives
HubSpot Sales Hub, InstantlyTwo alternatives
Agent Frank, AiSDRThree alternatives
Apollo.io, Instantly, JeevaFive alternatives
Alta, Amplemarket Duo, Clay, Salesmotion, UnifyMistral SmallAgent FrankApollo.ioChangedAiSDRagainst: 11x, AltaSalesTools.ioClaynothing named
Four alternatives
AiSDR, Luna.ai, MeetChase AI SDR, Stamina.ioThree alternatives
Instantly, Regie.ai, SalesmotionThree alternatives
Coldreach, Humanlinker, SaleshandyFour alternatives
Agent Frank, Apollo.io, Instantly, LeadLoftTwo alternatives
Lavender, OutreachDeepSeek V4 FlashAiSDRagainst: 11xApollo.ioChangedAiSDR, Salesforge Agent Frankagainst: 11x, Amplemarket Duo, Clay, Regie.aiAgent Frankno first choiceagainst: 11xagainst: 11x, Artisan Ava
Two alternatives
Apollo.io, Salesforge Agent FrankThree alternatives
AiSDR, Instantly, Salesforge Agent FrankTwo alternatives
HubSpot Prospecting Agent, Jason AIThree alternatives
Apollo.io, Jeeva, OpenClawFive alternatives
AiSDR, Jason AI, LeadLoft, Reply.io Jason, SalesTools.ioLlama 4 MaverickAgent Frank, MeetChase, SalesRobotApollo.ioChangedAmplemarket DuoGojiberry AIno first choicenothing named
One alternative
InstantlyTwo alternatives
Agent Frank, AiSDRFour alternatives
AiSDR, Apollo.io, Instantly Hypergrowth, LavenderQwen 3.7 FlashAmplemarket DuoReachInbox, Salesforge Agent FrankChangedAiSDR, Apollo.ioAiSDRAiSDRagainst: AiSDR, Artisan Ava
Two alternatives
Instantly, SalesRobotOne alternative
SalesRobotTwo alternatives
Clay, Smartlead SmartAgentsThree alternatives
SalesTools.io, Salesforge Agent Frank, folk CRMSix alternatives
Apollo.io, Artisan Ava, Instantly, LeadLoft, OpenAI/ChatGPT API, Reply.io JasonKimi K2Regie.aiagainst: 11xApollo.ioChangedagainst: 11x, Artisan AvaApollo.io, SaleshandyApollo.iono first choiceagainst: 11x, Artisan Ava, Regie.ai
Four alternatives
Agentplace, AiSDR, Artisan Ava, Gojiberry AIThree alternatives
Agent Frank, Reply.io Jason, SaleshandyThree alternatives
Agent Frank, AiSDR, Reply.io JasonFive alternatives
Agent Frank, AiSDR, Instantly, Lavender, MailshakeThree alternatives
Clay, Instantly, Smartlead SmartAgentsGLM 4.7 FlashXAiSDRChase AIChangedagainst: Apollo.io, ClayAiSDR, Apollo.io with Jason AIagainst: InstantlyArtrano first choicenothing named
Four alternatives
Artisan Ava, Breakout, Gojiberry AI, Regie.aiTwo alternatives
11x, Artisan AvaTwo alternatives
Artisan Ava, ClayFive alternatives
Apollo.io, Instantly, Lemlist, Reply.io Jason, SaleshandyMiniMax M2.5SalesTools.ioAiSDRChangedSaleshandyeesierno first choicenothing named
Two alternatives
AutoRev AI, Persana AIThree alternatives
Ava, Reply.io Jason, ZaraThree alternatives
Agent Frank, AiSDR, Apollo.ioThree alternatives
AiSDR, LeadLoft, SalesTools.ioThree alternatives
Clay, Lavender, OutreachBold 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.
Seventy-two 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 | 2026-09-15 02:01 | yes | 15 | 14 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:23 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:36 | yes | 18 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:46 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:36 | yes | 0 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:53 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:36 | yes | 0 | 42 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 05:02 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:14 | yes | 0 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:24 | yes | 0 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:47 | yes | 0 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:58 | yes | 0 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:53 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:24 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:20 | yes | 25 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 22:53 | yes | 19 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:05 | yes | 0 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:02 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:42 | yes | 0 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:08 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:29 | yes | 0 | 50 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:01 | yes | 0 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:03 | yes | 0 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:00 | yes | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:30 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:47 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:28 | yes | 31 | 35 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:49 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 05:00 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:26 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:56 | yes | 0 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:32 | yes | 0 | 5 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:31 | yes | 0 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:19 | yes | 0 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:02 | yes | 0 | 76 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:43 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:03 | yes | 14 | 13 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:09 | yes | 4 | 9 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:55 | yes | 17 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:33 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:19 | yes | 0 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:50 | yes | 0 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:42 | yes | 0 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:22 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:17 | yes | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:00 | yes | 0 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:23 | yes | 0 | 41 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:52 | yes | 0 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:03 | no | 0 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:44 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:21 | yes | 12 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 05:01 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:28 | yes | 0 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:49 | yes | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:28 | yes | 0 | 19 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:01 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:43 | yes | 0 | 62 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:01 | yes | 0 | 62 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:41 | yes | 0 | 41 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:46 | yes | 0 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:05 | yes | 14 | 17 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:50 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:55 | yes | 14 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:15 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 22:54 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:44 | yes | 0 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:35 | yes | 0 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:11 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:09 | yes | 0 | 59 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:32 | yes | 0 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:07 | yes | 0 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:58 | yes | 0 | 16 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
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 AI read as Artisan Ava
Artisan AI (Ava) read as Artisan Ava
Artisan.co (Ava) read as Artisan Ava
HubSpot Breeze read as HubSpot Prospecting Agent
Instantly Copilot read as Instantly
Qualified read as Qualified Piper
Regie read as Regie.ai
Reply.io read as Reply.io Jason
Reply.io (Jason AI) read as Reply.io Jason
Reply.io (Jason) read as Reply.io Jason
SalesForge (Agent Frank) read as Salesforge Agent Frank
Salesforge read as Salesforge Agent Frank
Salesforge (Agent Frank) read as Salesforge Agent Frank
Salesforge's Agent Frank read as Salesforge Agent Frank
Smartlead read as Smartlead SmartAgents
ZoomInfo read as ZoomInfo Copilot
Unresolved, counted raw
11x's Alice
Apollo.io with Jason AI
AutoRev AI
Bounti.ai
FactoryJet
Instantly Hypergrowth
Luna.ai
MeetChase AI SDR
OpenAI/ChatGPT API
ReachInbox
SalesDeveloper.ai
Salesforce
Squirrels AI
Stamina.io
Zara (Stamina)
Discontinued, still offered
No shut-down product was recommended here.