Robotic process automation for small business buyers
Asked as “RPA platform”, and as “robotic process automation software”, on behalf of a small B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
72%
Microsoft Power AutomateClear leader
72Microsoft Power Automate08UiPath07UiPath Community Edition13others
72% of first choices, clear leader.
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 fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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 head
One product takes 72% of first choices here, so the chart would put eleven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Twelve of fourteen models held their first choice under the paraphrase. MiniMax M2.5 and Muse Glimmer 30B 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.
UiPath34%
21 of 61 labels negative · 14 of 14 models · 7 hard negative
“Avoid UiPath, Blue Prism, and Automation Anywhere's enterprise offerings unless you have a clear, large-scale need and budget.” Mistral Small, negative prompt
Automation Anywhere39%
18 of 46 labels negative · 12 of 14 models · 6 hard negative
“Positioned heavily toward enterprise AI/agentic automation, which small businesses don't need and can't afford.” DeepSeek V4 Flash, negative prompt
Blue Prism94%
16 of 17 labels negative · 10 of 14 models · 6 hard negative
“Why to avoid: It is designed for compliance-heavy industries... vastly over-engineered for the average small business needs” Qwen 3.7 Flash, negative prompt
SS&C Blue Prism
90%
9 of 10 labels negative · 8 of 14 models · 5 hard negative
“No self‑serve tier; quoted prices often start at $10,000–$25,000 per bot/year ... not suitable for a small team” GLM 4.7 FlashX, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
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. 1033 links across 239 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · G240 answers · 41 citations · 12 models
40 answers · 40 citations · 12 models
vendor site · G236 answers · 45 citations · 12 models
28 answers · 32 citations · 12 models
25 answers · 25 citations · 9 models
vendor site · Rework23 answers · 28 citations · 9 models
22 answers · 32 citations · 6 models
21 answers · 22 citations · 9 models
20 answers · 21 citations · 10 models
vendor site · Blue Prism18 answers · 18 citations · 11 models
17 answers · 17 citations · 10 models
16 answers · 16 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.
39 answers · 12 models
36 answers · 11 models
22 answers · 6 models
20 answers · 10 models
19 answers · 9 models
18 answers · 7 models
18 answers · 8 models
17 answers · 9 models
17 answers · 10 models
16 answers · 9 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 “best rpa platform”, “rpa platform”, “rpa platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Power Automate 72%, Microsoft Power Automate Desktop 2% | 73% | 314 | 2,240,000 | 403,136 | ||||
| UiPath uipath.com UiPath 8%, UiPath Community Edition 7% | 15% | 207 | 27,100 | 1,854 | 161,995 | $74 | 107 | 1 |
| Zapier zapier.com | 3% | 151 | 165,000 | 2,145 | 7,333,309 | $230 | 120 | |
| Automation Anywhere automationanywhere.com Automation Anywhere Community Edition 2%, Automation Anywhere 2% | 3% | 203 | 6,600 | 302 | 45,595 | 20 | 3 | |
| Make make.com | 2% | 104 | 135,000 | 12,939,045 | 439,031 | 76 | ||
| Zoho RPA zoho.com | 2% | 29 | 140 | 6 | 1,216,894 | $51,031 | 119 | |
| Rocketbot | 2% | |||||||
| ElectroNeek | 0% | 140 | 3 | |||||
| n8n n8n.io | 0% | 111 | 165,000 | 2,786 | 133,599 | 42 | ||
| Robocorp | 0% | 1,300 | 4 |
Google's top ten for the three searches hold 18 sites; 3 of them are among the sites the models cited here (auxis.com, blueprism.com, g2.com). The first result for “best rpa platform” is g2.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 RPA platform for a small B2B company?”Paraphrase“Which robotic process automation software would you recommend to a small business that sells to other businesses?”Comparative“What are the top RPA platforms for a small team and how do they differ?”Budget-constrained“What is the best RPA platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a RPA platform. What should we look at?”Negative“Which RPA platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Microsoft Power Automateagainst: UiPathMicrosoft Power AutomateHeldagainst: UiPathMicrosoft Power AutomateMicrosoft Power Automateno first choiceagainst: Automation Anywhere, SS&C Blue Prism, UiPath
Three alternatives
Inflectra Rapise, Octoparse AI, PIX RPATwo alternatives
Make, Zoho RPAThree alternatives
PIX RPA, UiPath, Zoho RPAFour alternatives
Make, Robocorp, UiPath Community Edition, Zoho RPAGPT-5.4 miniMicrosoft Power AutomateMicrosoft Power AutomateHeldMicrosoft Power Automate, UiPathagainst: SS&C Blue PrismMicrosoft Power Automate, UiPath Community Editionagainst: Automation Anywhere Community Editionno first choiceagainst: Automation Anywhere, Blue Prism, SAP® Build, UiPath
Two alternatives
UiPath, ZapierTwo alternatives
Automation Anywhere, UiPathOne alternative
Automation AnywhereGemini 3.5 FlashMicrosoft Power Automateagainst: Automation Anywhere, SS&C Blue PrismMicrosoft Power AutomateHeldMicrosoft Power AutomateMicrosoft Power Automate, UiPathMake, Zapieragainst: Automation Anywhere, Blue Prism, UiPathagainst: Automation Anywhere, SS&C Blue Prism, UiPath, WorkFusion
Three alternatives
Make, UiPath, ZapierThree alternatives
Make, UiPath, ZapierFive alternatives
Make, OpenBots, Sema4.ai, UiPath, ZapierTwo alternatives
OpenBots, RobocorpOne alternative
Microsoft Power AutomatePerplexity SonarMicrosoft Power Automateagainst: Automation AnywhereMicrosoft Power AutomateHeldMicrosoft Power AutomateMicrosoft Power Automateno first choiceagainst: Automation Anywhere, Blue Prism, Microsoft Power Automate, UiPath
Two alternatives
ElectroNeek, UiPathTwo alternatives
Rocketbot, UiPath Community EditionFour alternatives
Automation Anywhere, ElectroNeek, UiPath, Zoho RPAOne alternative
UiPath Community EditionGrok 4.1 FastMicrosoft Power AutomateMicrosoft Power AutomateHeldMicrosoft Power Automateagainst: Blue Prism, PegaMicrosoft Power Automate, UiPath Community EditionMicrosoft Power Automate, UiPathagainst: Automation Anywhereagainst: Automation Anywhere, Blue Prism, UiPath
Four alternatives
Automation Anywhere Community Edition, ElectroNeek, UiPath Community Edition, Zoho RPAThree alternatives
Automation Anywhere, ElectroNeek, UiPathTwo alternatives
Automation Anywhere, UiPathOne alternative
RobocorpOne alternative
Zoho RPAMistral SmallMicrosoft Power AutomateMicrosoft Power AutomateHeldMicrosoft Power Automateagainst: Blue PrismMicrosoft Power AutomateUiPathagainst: Blue Prismagainst: Automation Anywhere, Blue Prism, UiPath
Two alternatives
Automation Anywhere Community Edition, UiPath Community EditionTwo alternatives
UiPath, Zoho RPAFour alternatives
Automation Anywhere, UiPath, Zapier, n8nTwo alternatives
Automation Anywhere, UiPathFour alternatives
Automation Anywhere, Microsoft Power Automate, NICE, PegaDeepSeek V4 FlashMicrosoft Power Automateagainst: Automation Anywhere, Blue Prism, UiPathMicrosoft Power AutomateHeldMicrosoft Power Automateagainst: ZapierMicrosoft Power AutomateMicrosoft Power Automateagainst: Automation Anywhere, SS&C Blue Prism, UiPath, Zapier
Three alternatives
ElectroNeek, Nintex, RocketbotThree alternatives
Make, UiPath, n8nFour alternatives
Automation Anywhere, Make, UiPath, n8nThree alternatives
Automation Anywhere, Robocorp, UiPathOne alternative
UiPathLlama 4 MaverickMicrosoft Power AutomateMicrosoft Power AutomateHeldno first choiceMicrosoft Power Automateno first choiceagainst: Blue Prism, UiPath, Zapier
Two alternatives
Automation Anywhere Community Edition, UiPath Community EditionFour alternatives
Automation Anywhere, Creviz, Pega Robotic Automation, RocketbotTwo alternatives
Robocorp, UiPath Community EditionQwen 3.7 FlashMicrosoft Power Automateagainst: Automation Anywhere, Blue Prism, PegaMicrosoft Power AutomateHeldMicrosoft Power AutomateMicrosoft Power AutomateMicrosoft Power Automateagainst: Automation Anywhere, Blue Prism, Scrapy, Selenium, UiPath
Four alternatives
Make, UiPath, Zoho RPA, n8nOne alternative
UiPathThree alternatives
Automation Anywhere, UiPath, Zoho RPAFour alternatives
Make, TagUI, UiPath, ZapierTwo alternatives
Automation Anywhere, UiPathKimi K2Microsoft Power AutomateMicrosoft Power AutomateHeldagainst: ZapierZapieragainst: UiPathUiPath Community EditionMicrosoft Power Automate, UiPathagainst: Automation Anywhere, SS&C Blue Prism, UiPath
Four alternatives
Automation Anywhere, ElectroNeek, UiPath, ZapierTwo alternatives
Make, UiPathThree alternatives
Make, Microsoft Power Automate, n8nThree alternatives
Automation Anywhere Community Edition, Microsoft Power Automate, RocketbotGLM 4.7 FlashXMicrosoft Power AutomateMicrosoft Power AutomateHeldagainst: Blue PrismMicrosoft Power Automateagainst: Blue Prism, WorkatoMicrosoft Power Automate DesktopAutomation Anywhere Community Edition, Zoho RPAagainst: UiPath, UiPath Community Editionagainst: Appian, Automation Anywhere, Kryon, Pega, SS&C Blue Prism, UiPath
Five alternatives
Automation Anywhere, SS&C Blue Prism, UiPath, Workato, Zoho RPAFour alternatives
Make, UiPath, Zapier, n8nFive alternatives
Automation Anywhere, Make, UiPath, Zapier, Zoho RPAThree alternatives
Automation Anywhere, Robocorp, UiPathOne alternative
Automation AnywhereMiniMax M2.5Automation Anywhere, UiPathMicrosoft Power Automate, RocketbotChangedagainst: Blue Prism, UiPathAutomation Anywhere Community Edition, UiPath Community Editionagainst: Blue PrismUiPath Community EditionMicrosoft Power Automatenothing named
One alternative
Microsoft Power AutomateOne alternative
ZapierFive alternatives
Make, Microsoft Power Automate, Workfusion Express, Zapier, Zoho RPATwo alternatives
ElectroNeek, Microsoft Power AutomateFour alternatives
Automation Anywhere, Blue Prism, Nintex, UiPathGPT-6 LunaMicrosoft Power AutomateMicrosoft Power AutomateHeldMicrosoft Power AutomateMicrosoft Power AutomateMicrosoft Power Automateagainst: Automation Anywhere, Microsoft Power Automate, SS&C Blue Prism, UiPath
One alternative
UiPathTwo alternatives
Automation Anywhere, ZapierTwo alternatives
Automation Anywhere, UiPathOne alternative
UiPath Community EditionOne alternative
UiPathMuse Glimmer 30BMicrosoft Power Automateagainst: UiPathZapierChangedMicrosoft Power AutomateMicrosoft Power Automateno first choiceagainst: Automation Anywhere, Pega, SS&C Blue Prism, UiPath
One alternative
ZapierTwo alternatives
Microsoft Power Automate, UiPath Community EditionThree alternatives
Automation Anywhere, ElectroNeek, UiPathTwo alternatives
Automation Anywhere, UiPathBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:38 | yes | 14 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:26 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 7 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:38 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:56 | yes | 17 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:13 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:58 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:05 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:53 | yes | 7 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:43 | yes | 9 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:32 | yes | 24 | 72 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:00 | yes | 5 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:44 | yes | 3 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:19 | yes | 14 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:19 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:49 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:59 | yes | 14 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:40 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:52 | yes | 12 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:33 | yes | 11 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:21 | yes | 25 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:02 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:15 | yes | 10 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:29 | yes | 19 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:13 | yes | 20 | 41 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:25 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:40 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:39 | yes | 20 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:07 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:58 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | yes | 20 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:14 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:25 | yes | 19 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:55 | yes | 15 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:30 | yes | 21 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:27 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:29 | yes | 24 | 59 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:51 | yes | 20 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:49 | yes | 25 | 59 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:39 | yes | 7 | 63 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:26 | yes | 5 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:35 | yes | 14 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:43 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:49 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:09 | yes | 22 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:36 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:48 | yes | 23 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:56 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:33 | yes | 25 | 83 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:15 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:25 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:28 | yes | 13 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:58 | yes | 25 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:12 | yes | 13 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:12 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:43 | yes | 13 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:38 | no | 0 | 4 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:06 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:16 | yes | 21 | 32 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:26 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:37 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:25 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:17 | yes | 24 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:12 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:14 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:45 | yes | 21 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:38 | yes | 15 | 136 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:33 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:01 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:25 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:38 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:12 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:52 | yes | 12 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:44 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:06 | yes | 17 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:42 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:00 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:54 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:07 | no | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:22 | yes | 23 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 18 | 27 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:39 | yes | 5 | 39 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:45 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:17 | yes | 21 | 31 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
IBM RPA read as IBM Robotic Process Automation
SAP read as SAP Build Process Automation
Unresolved, counted raw
Automa
Creviz
Inflectra Rapise
Node-RED
Octoparse AI
Python + Selenium
Scrapy
Workfusion Express
Discontinued, still offered
No shut-down product was recommended here.