Robotic process automation for small business buyers
Asked as “RPA platform”, and as “robotic process automation software”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
81%
Clear leader
81Microsoft Power Automate09UiPath04UiPath Community Edition06others
81% of first choices, clear leader.
Since October 2026▲+8Since October 2026: 73% → 81%, +8 points. Inside the 11-point floor: within noise.Microsoft Power Automate held the lead, +8 points on 73%, inside the 11-point 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
Microsoft Power Automate81%Clear leader▲+8Since October 2026: 73% → 81%, +8 points. Inside the 11-point floor: within noise.This pageMid-marketMicrosoft Power Automate63%Clear leader▲+10Since October 2026: 53% → 63%, +10 points. Inside the 11-point floor: within noise.Standing →Enterprise
UiPath74%Clear leader▲+16Since October 2026: 58% → 74%, +16 points. Past the 11-point floor: movement.Standing →
Microsoft Power Automate81%Clear leader▲+8Since October 2026: 73% → 81%, +8 points. Inside the 11-point floor: within noise.This pageMid-marketMicrosoft Power Automate63%Clear leader▲+10Since October 2026: 53% → 63%, +10 points. Inside the 11-point floor: within noise.Standing →EnterpriseUiPath74%Clear leader▲+16Since October 2026: 58% → 74%, +16 points. Past the 11-point floor: movement.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
01Microsoft Power Automate81%7%76endorsed leader▲+8Since October 2026: 73% → 81%, +8 points. Inside the 11-point floor: within noise.73% → 81%
Microsoft Power Automate81%7%76endorsed leader▲+8Since October 2026: 73% → 81%, +8 points. Inside the 11-point floor: within noise.73% → 81%02UiPath9%28%69criticized challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%
UiPath9%28%69criticized challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%03
UiPath Community Edition4%0%10accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
UiPath Community Edition4%0%10accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%04
Zapier2%5%37accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Zapier2%5%37accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%05
Make2%3%29accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Make2%3%29accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%06Robocorp2%7%27accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Show the two products at 0%, ordered by negative rate
08
Blue Prism0%83%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Blue Prism0%83%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Automation Anywhere0%50%54criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Automation Anywhere0%50%54criticized 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.
Head to head
Microsoft Power Automate vs UiPathMicrosoft Power Automate vs Automation AnywhereMicrosoft Power Automate vs Robocorp
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.All six head-to-head pages: the top four products, each against each
One product takes 81% of first choices here, so the chart would put seven 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. Three products carry a negative rate above 25% in this category.
What they warned about
Eleven of fourteen models held their first choice under the paraphrase. Mistral Small, Llama 4 Maverick 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.
Automation Anywhere50%
27 of 54 labels negative · 14 of 14 models · 11 hard negative
“Avoid enterprise-tier platforms like full enterprise Automation Anywhere or Blue Prism unless you have very specific, complex requirements.” DeepSeek V4 Flash, scale prompt
UiPath28%
19 of 69 labels negative · 13 of 14 models · 7 hard negative
“small businesses should generally avoid or be cautious about the following RPA platforms: 1. UiPath (enterprise offerings) – Often criticized for high costs, complex deployment” Mistral Small, negative prompt
Blue Prism83%
20 of 24 labels negative · 11 of 14 models · 12 hard negative
“Avoid starting with Blue Prism or Pega unless governance, auditability, or enterprise case-management requirements justify their heavier setup” Perplexity Sonar, comparative prompt
SS&C Blue Prism
100%
7 of 7 labels negative · 7 of 14 models · 4 hard negative
“Why to be cautious: Blue Prism was engineered specifically for large enterprise IT departments... High upfront licensing costs” Gemini 3.5 Flash, 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
72 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. 715 links across 167 sites, every framing counted. Ranked by the number of answers carrying the site or page. 47 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.
43 answers · 78 citations · 10 models
vendor site · G233 answers · 41 citations · 12 models
29 answers · 33 citations · 12 models
23 answers · 26 citations · 10 models
20 answers · 23 citations · 9 models
19 answers · 22 citations · 8 models
18 answers · 18 citations · 8 models
publisher (Gane)17 answers · 17 citations · 8 models
vendor site · Microsoft12 answers · 23 citations · 4 models
12 answers · 18 citations · 7 models
vendor site · UiPath12 answers · 14 citations · 5 models
12 answers · 12 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.
28 answers · 9 models
24 answers · 11 models
23 answers · 9 models
22 answers · 10 models
21 answers · 8 models
21 answers · 9 models
18 answers · 8 models
18 answers · 8 models
17 answers · 8 models
17 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 “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 81% | 81% | 323 | 2,240,000 | 403,136 | ||||
| UiPath uipath.com UiPath 9%, UiPath Community Edition 4% | 13% | 207 | 27,100 | 1,854 | 161,995 | $74 | 107 | 1 |
| Zapier zapier.com | 2% | 172 | 165,000 | 2,145 | 7,333,309 | $230 | 120 | |
| Make make.com | 2% | 127 | 135,000 | 12,939,045 | 439,031 | 76 | ||
| Robocorp | 2% | 1,300 | 4 | |||||
| n8n n8n.io | 0% | 111 | 165,000 | 2,786 | 133,599 | 42 | ||
| Zoho RPA zoho.com | 0% | 9 | 140 | 6 | 1,216,894 | $51,031 | 119 | |
| Magical getmagical.com | 0% | 5 | ||||||
| OpenRPA | 0% | |||||||
| Axiom.ai | 0% |
Google's top ten for the three searches hold 18 sites; 3 of them are among the sites the models cited here (g2.com, microsoft.com, uipath.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 AutomateMicrosoft Power AutomateHeldMicrosoft Power AutomateMake, Microsoft Power Automateno first choiceagainst: Automation Anywhere, SS&C Blue Prism, UiPath
Three alternatives
PIX RPA, UiPath, Zoho RPATwo alternatives
UiPath Community Edition, Zoho RPAThree alternatives
PIX RPA, UiPath Community Edition, Zoho RPATwo alternatives
Robocorp, UiPath Community EditionGPT-5.4 miniMicrosoft Power Automateagainst: Automation AnywhereMicrosoft Power AutomateHeldagainst: Automation AnywhereMicrosoft Power Automateagainst: Blue PrismMicrosoft Power Automate, UiPath, UiPath Community Editionno first choicenothing named
One alternative
UiPathOne alternative
UiPathTwo alternatives
Automation Anywhere, UiPathGemini 3.5 FlashMicrosoft Power Automateagainst: ZapierMicrosoft Power AutomateHeldMicrosoft Power AutomateMicrosoft Power Automateagainst: Automation Anywhereno first choiceagainst: Robocorp, UiPathagainst: Automation Anywhere, Legacy Kofax / Tungsten Automation, Robot Framework, SS&C Blue Prism, Selenium, UiPath, WorkFusion
Two alternatives
Make, UiPathThree alternatives
Make, UiPath, ZapierFour alternatives
Automation Anywhere, ElectroNeek, Robocorp, UiPathSeven alternatives
Argos Labs, Make, OpenRPA, Robocorp, Rocketbot, UiPath, ZapierFour alternatives
Make, Microsoft Power Automate, Power Automate Cloud Flows, ZapierPerplexity SonarMicrosoft Power Automateagainst: RobocorpMicrosoft Power AutomateHeldagainst: Blue PrismMicrosoft Power Automateagainst: Blue Prism, Make, Nintex RPA, Pega, ZapierMicrosoft Power Automateagainst: Automation Anywhere, Blue Prismno first choiceagainst: Automation Anywhere, Microsoft Power Automate, Pega, SS&C Blue Prism, Tungsten RPA/Kofax, UiPath
Four alternatives
UiPath, Zapier, Zoho RPA, n8nFour alternatives
Nintex RPA, Robocorp, UiPath, ZapierThree alternatives
Automation Anywhere, UiPath, n8nThree alternatives
Make, Robocorp, UiPathGrok 4.20Microsoft Power Automateagainst: Automation Anywhere, Blue PrismMicrosoft Power AutomateHeldagainst: Automation Anywhere, UiPathMicrosoft Power Automate, UiPathagainst: Blue Prism, Kofax RPA, NICE RPA, Pega, WorkFusionMicrosoft Power Automate, Robocorpagainst: Automation Anywhere, Blue PrismMicrosoft Power Automateagainst: Blue Prismagainst: Automation Anywhere, SS&C Blue Prism, UiPath
One alternative
UiPathOne alternative
ZapierTwo alternatives
Automation Anywhere, ZapierFour alternatives
OpenRPA, Robot Framework, TagUI, UiPath Community EditionTwo alternatives
Automation Anywhere, UiPathMistral SmallMicrosoft Power Automate, UiPathMicrosoft Power Automate, ZapierChangedUiPathMicrosoft Power Automateno first choiceagainst: Automation Anywhere, Blue Prism, UiPath
One alternative
ZapierOne alternative
UiPathFour alternatives
Automation Anywhere, Axiom.ai, Microsoft Power Automate, Octoparse AITwo alternatives
Robocorp, UiPathDeepSeek V4 FlashMicrosoft Power Automateagainst: Automation Anywhere, Blue Prism, UiPathMicrosoft Power AutomateHeldagainst: Automation AnywhereMake, Microsoft Power Automate, Zapieragainst: Automation AnywhereMicrosoft Power AutomateMicrosoft Power Automateagainst: Automation Anywhere, Blue Prismagainst: Automation Anywhere, Microsoft Power Automate, SS&C Blue Prism, UiPath
Two alternatives
ElectroNeek, RobocorpTwo alternatives
Robocorp, UiPathTwo alternatives
UiPath, n8nThree alternatives
Automation Anywhere, Robocorp, UiPathThree alternatives
Fortra Automate, Magical, UiPathLlama 4 MaverickUiPathMicrosoft Power AutomateChangedMicrosoft Power AutomateUiPathno first choiceagainst: Automation Anywhere, Blue Prism, UiPath
Three alternatives
Automation Anywhere, Blue Prism, Microsoft Power AutomateFive alternatives
Automation Anywhere Community Edition, Make, UiPath, Zapier, Zoho RPATwo alternatives
Automation Anywhere, UiPathThree alternatives
Blue Prism, Microsoft Power Automate, RobocorpQwen 3.7 FlashMicrosoft Power AutomateMicrosoft Power AutomateHeldMicrosoft Power AutomateMicrosoft Power AutomateMicrosoft Power Automateagainst: Automation Anywhere, Blue Prism, ElectroNeek, UiPath
Two alternatives
Automation Anywhere, UiPathThree alternatives
Make, UiPath, ZapierTwo alternatives
Automation Anywhere, UiPathOne alternative
UiPath Community EditionTwo alternatives
Automation Anywhere, UiPathKimi K2Microsoft Power AutomateMicrosoft Power AutomateHeldMicrosoft Power Automate, UiPathagainst: Automation Anywhere, Blue Prism, WorkFusionMicrosoft Power AutomateMicrosoft Power Automateagainst: UiPathagainst: Automation Anywhere, Blue Prism, SS&C Blue Prism, UiPath
Four alternatives
Automation Anywhere, Robocorp, UiPath, ZapierTwo alternatives
Robocorp, UiPathTwo alternatives
Octoparse AI, RobocorpFour alternatives
Make, Robocorp, UiPath, ZapierOne alternative
Automation AnywhereGLM 4.7 FlashXMicrosoft Power AutomateMicrosoft Power AutomateHeldMicrosoft Power AutomateMicrosoft Power Automate, UiPath Community Editionno first choiceagainst: Automation Anywhere, Blue Prism, ElectroNeek, Leapwork, Microsoft Power Automate, Pega, UiPath, WorkFusion
One alternative
UiPath Community EditionFour alternatives
Make, Robocorp, UiPath, ZapierFive alternatives
Automation Anywhere, Make, Robocorp, UiPath, ZapierThree alternatives
Automation Anywhere Community Edition, OpenRPA, RobocorpMiniMax M2.5UiPathMicrosoft Power AutomateChangedMicrosoft Power Automate, UiPathMicrosoft Power Automateno first choiceagainst: Automation Anywhere, Blue Prism, UiPathagainst: Automation Anywhere, Blue Prism, Microsoft Power Automate, UiPath
Two alternatives
Automation Anywhere, Microsoft Power AutomateTwo alternatives
Automation Anywhere, UiPathTwo alternatives
Automation Anywhere, MagicalTwo alternatives
Magical, UiPathGPT-6 LunaMicrosoft Power AutomateMicrosoft Power AutomateHeldMicrosoft Power Automate, UiPathagainst: Automation Anywhere Community EditionMicrosoft Power Automateno first choiceagainst: Automation Anywhere, Microsoft Power Automate, SS&C Blue Prism, UiPath
One alternative
UiPathOne alternative
UiPathMuse Glimmer 30BMicrosoft Power AutomateMicrosoft Power AutomateHeldMicrosoft Power Automate, UiPathagainst: Blue PrismMicrosoft Power Automateno first choiceagainst: Automation Anywhere, UiPathagainst: Automation Anywhere, Blue Prism, Leapwork, UiPath
One alternative
UiPathTwo alternatives
Robocorp, UiPathThree alternatives
Automation Anywhere, Make, ZapierTwo alternatives
Robocorp, UiPathOne alternative
Microsoft Power AutomateBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:26 | yes | 17 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:56 | yes | 3 | 6 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 19:36 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:51 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:07 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:30 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:22 | yes | 22 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:06 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:58 | yes | 5 | 11 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:46 | yes | 10 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:25 | yes | 15 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:51 | yes | 10 | 56 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 3 | 8 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:51 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:05 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:41 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:00 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:14 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:38 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:31 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:07 | yes | 21 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:53 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:27 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:32 | yes | 10 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:21 | yes | 24 | 75 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:07 | yes | 10 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:36 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:42 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:44 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:22 | yes | 4 | 26 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 10:16 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:51 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:21 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:11 | yes | 15 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:47 | yes | 24 | 46 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:54 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:11 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:18 | yes | 14 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:48 | yes | 17 | 100 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:22 | yes | 15 | 54 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:17 | yes | 3 | 14 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:16 | yes | 12 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:40 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:57 | yes | 4 | 4 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 08:41 | yes | 9 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:26 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:19 | yes | 14 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:57 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:35 | yes | 24 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:46 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:06 | no | 0 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:27 | yes | 5 | 12 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:57 | yes | 12 | 56 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:40 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:52 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:21 | yes | 10 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:44 | yes | 9 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:55 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:34 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:10 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:27 | yes | 10 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:26 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:49 | yes | 24 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:20 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:25 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:38 | yes | 9 | 59 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:00 | no | 0 | 10 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:36 | no | 0 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:08 | yes | 1 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:28 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:44 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:30 | yes | 4 | 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 12:57 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:23 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:16 | yes | 9 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:55 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:10 | yes | 23 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:07 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:35 | yes | 14 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:58 | yes | 11 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:48 | yes | 14 | 22 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:18 | no | 0 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:39 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:25 | yes | 13 | 21 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
Microsoft Power Automate Desktop read as Microsoft Power Automate
Unresolved, counted raw
Legacy Kofax / Tungsten Automation (Kofax RPA)
Power Automate Cloud Flows
Power Automate Desktop
TrolCommander
Tungsten RPA/Kofax
Discontinued, still offered
No shut-down product was recommended here.