Process mining
Asked as “process mining tool”, and as “process intelligence platform”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; 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
19%
Contested · IBM Process Mining 14%
19Apromore14IBM Process Mining14Microsoft Power Automate Process Mining53others
19% 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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.
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 →
01M02
I03
04
05S06
07P08
P09
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Apromore19%
Apromore19%02Microsoft Power Automate Process Mining14%
03IBM Process Mining14%
04UiPath Process Mining10%
UiPath Process Mining10%05Microsoft Power Automate5%
Microsoft Power Automate5%06SAP Signavio Process Intelligence3%
07Celonis Process Intelligence Platform3%
Celonis Process Intelligence Platform3%08PM4Py2%
09ProM2%
What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, 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.
Celonis Process Intelligence Platform52%
33 of 64 labels negative · 13 of 12 models · 10 hard negative
“What to Avoid (Unless You Have the Budget) ... Celonis | $60K–$100K/year + $40K–$80K implementation | Case-volume pricing adds up fast; opaque enterprise sales” Kimi K2, direct prompt
IBM Process Mining
27%
10 of 37 labels negative · 8 of 12 models · 3 hard negative
“What I would avoid on a limited budget: Celonis, IBM Process Mining, and similar enterprise suites” GPT-5.4 mini, budget prompt
SAP Signavio Process Intelligence
30%
14 of 47 labels negative · 7 of 12 models · 4 hard negative
“SAP Signavio | $150K–$700K/year | Heavy SAP-native positioning; enterprise price tags” Kimi K2, direct prompt
ProM
33%
5 of 15 labels negative · 5 of 12 models · 2 hard negative
“Avoid Academic or Open-Source Tools (e.g., ProM) for Production Use” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1080 links across 197 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · ProcessMind43 answers · 54 citations · 12 models
vendor site · Bardeen36 answers · 54 citations · 9 models
vendor site · G228 answers · 55 citations · 12 models
vendor site · G227 answers · 30 citations · 12 models
vendor site · Guideflow25 answers · 26 citations · 10 models
24 answers · 31 citations · 11 models
23 answers · 23 citations · 9 models
22 answers · 27 citations · 9 models
vendor site · KYP.ai20 answers · 25 citations · 9 models
vendor site · Signavio19 answers · 25 citations · 12 models
19 answers · 19 citations · 9 models
vendor site · Decisions18 answers · 24 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.
29 answers · 11 models
27 answers · 8 models
25 answers · 10 models
23 answers · 11 models
21 answers · 9 models
20 answers · 9 models
20 answers · 8 models
17 answers · 7 models
16 answers · 8 models
15 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 process mining tool”, “process mining tool”, “process mining tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| Apromore apromore.com Apromore 19%, Apromore Community Edition 3% | 22% | 93 | 590 | 9 | 227 | |||
| Microsoft parent site Microsoft Power Automate Process Mining 14%, Microsoft Power Automate 5% | 19% | 314 | 2,240,000 | 403,136 | ||||
| IBM parent site IBM Process Mining 14% | 14% | 106 | 201,000 | 34,098 | ||||
| UiPath Process Mining uipath.com | 10% | 145 | 140 | 3 | 161,995 | $74 | 107 | 6 |
| Mindzie mindzie.com | 7% | 25 | 30 | 0 | 22 | |||
| ProcessMaker | 5% | |||||||
| SAP parent site SAP Signavio Process Intelligence 3% | 3% | 142 | 135,000 | 74,309 | ||||
| Celonis Process Intelligence Platform celonis.com | 3% | 183 | 170 | 0 | 18,510 | 120 | ||
| ProcessMind processmind.com | 2% | 40 | 20 | 0 | 750 | 0 | 4 | |
| Fluxicon Disco fluxicon.com | 2% | 22 | 10 | 0 | 139 |
Google's top ten for the three searches hold 18 sites; 5 of them are among the sites the models cited here (decisions.com, learn.g2.com, processexcellencenetwork.com, processmind.com, solutionsreview.com). The first result for “best process mining tool” is decisions.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 process mining tool for a mid-market B2B company?”Paraphrase“Which process intelligence platform would you recommend to a mid-sized B2B company?”Comparative“What are the top process mining tools and how do they differ?”Budget-constrained“What is the best process mining tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a process mining tool. What should we look at?”Negative“Which process mining tools should I avoid or be cautious about?”
Claude Haiku 4.5Microsoft Power Automateagainst: Celonis Process Intelligence Platformno first choiceChangedCelonis Process Intelligence PlatformApromoreno first choiceagainst: Celonis Process Intelligence Platform, IBM Process Mining, Microsoft Power Automate, SAP Signavio Process Intelligence
Three alternatives
Apromore, ProcessMind, QPR ProcessAnalyzerFive alternatives
IBM Process Mining, KYP.ai, Microsoft Power Automate Process Mining, SAP Signavio Process Intelligence, UiPath Process MiningTwo alternatives
PM4Py, ProMGPT-5.4 miniUiPath Process MiningUiPath Process MiningHeldCelonis Process Intelligence PlatformApromore, Microsoft Power Automateagainst: Celonis Process Intelligence Platform, IBM Process Miningno first choicenothing named
Two alternatives
Celonis Process Intelligence Platform, SAP Signavio Process IntelligenceOne alternative
Celonis Process Intelligence PlatformFive alternatives
ARIS Process Mining, Fluxicon Disco, Minit, SAP Signavio Process Intelligence, UiPath Process MiningOne alternative
PM4PyGemini 3.5 FlashMicrosoft Power Automate Process Miningagainst: Celonis Process Intelligence PlatformMindzieChangedagainst: Celonis Process Intelligence Platform, SAP Signavio Process IntelligenceCelonis Process Intelligence Platform, SAP Signavio Process IntelligenceApromore, Microsoft Power Automate Process Miningagainst: Celonis Process Intelligence Platform, SAP Signavio Process IntelligenceApromore, Fluxicon Disco, IBM Process Miningagainst: Celonis Process Intelligence Platform, SAP Signavio Process Intelligenceagainst: Celonis Process Intelligence Platform, IBM Process Mining, Microsoft Power Automate Process Mining, ProM, SAP Signavio Process Intelligence
Three alternatives
Apromore, KYP.ai, UiPath Process MiningThree alternatives
Apromore, Microsoft Power Automate Process Mining, QPR ProcessAnalyzerFive alternatives
Apromore, IBM Process Mining, Microsoft Power Automate Process Mining, Pega, UiPath Process MiningFour alternatives
Celonis Free Plan, PM4Py, ProM, process.scienceThree alternatives
Microsoft Power Automate, Minit, UiPath Process MiningPerplexity SonarMicrosoft Power Automate Process Miningagainst: Celonis Process Intelligence PlatformIBM Process MiningChangedCelonis Process Intelligence PlatformMicrosoft Power Automate Process Miningagainst: Celonis Process Intelligence Platformno first choiceagainst: ProM
Two alternatives
SAP Signavio Process Intelligence, UiPath Process MiningOne alternative
Celonis Process Intelligence PlatformFive alternatives
ARIS Process Mining, Microsoft Power Automate Process Mining, Minit, SAP Signavio Process Intelligence, UiPath Process MiningTwo alternatives
Bizagi, ProcessMindGrok 4.1 FastMicrosoft Power Automateagainst: ABBYY Timeline, Celonis Process Intelligence Platform, SAP Signavio Process IntelligenceIBM Process MiningChangedagainst: Celonis Process Intelligence PlatformCelonis Process Intelligence PlatformApromoreUiPath Process Miningagainst: Celonis Process Intelligence Platformagainst: Celonis Process Intelligence Platform, SAP Signavio Process Intelligence, UiPath Process Mining
Two alternatives
Apromore, UiPath Process MiningThree alternatives
Microsoft Power Automate, SAP Signavio Process Intelligence, UiPath Process MiningSeven alternatives
ABBYY Timeline, Appian, IBM Process Mining, Microsoft Power Automate Process Mining, SAP Signavio Process Intelligence, Software AG ARIS, UiPath Process MiningThree alternatives
Celonis Free Tier, PM4Py, ProMFour alternatives
Apromore, Bizagi, IBM Process Mining, Microsoft Power AutomateMistral SmallCelonis Process Intelligence PlatformIBM Process Mining, SAP Signavio Process IntelligenceChangedagainst: Celonis Process Intelligence PlatformCelonis Process Intelligence Platform, UiPath PlatformApromore, Mindzieno first choiceagainst: IBM Process Mining, Microsoft Power Automate Process Mining, Mindzie, WIQ
Two alternatives
SAP Signavio Process Intelligence, UiPath Process MiningOne alternative
UiPath Process MiningTwo alternatives
Microsoft Power Automate, SAP Signavio Process IntelligenceDeepSeek V4 FlashMicrosoft Power Automate Process Mining, UiPath Process Miningagainst: Celonis Process Intelligence Platform, IBM Process Mining, SAP Signavio Process IntelligenceIBM Process Mining, UiPath Process MiningChangedagainst: Celonis Process Intelligence PlatformCelonis Process Intelligence PlatformApromore, ProcessMindagainst: Celonis Process Intelligence Platform, IBM Process Mining, SAP Signavio Process Intelligenceno first choiceagainst: Celonis Process Intelligence Platform, IBM Process Mining, Microsoft Process Mining, UiPath Process Mining
Three alternatives
Mindzie, Minit, ProcessMindThree alternatives
ARIS, KYP.ai, SAP Signavio Process IntelligenceFive alternatives
ARIS, Apromore, Microsoft Power Automate Process Mining, SAP Signavio Process Intelligence, UiPath Process MiningTwo alternatives
Bizagi, PM4PySix alternatives
Apromore, Automation Anywhere, Celonis Process Intelligence Platform, Power Automate Process Mining, SAP Signavio Process Intelligence, UiPath Process MiningLlama 4 MaverickProcessMakerIBM Process MiningChangedno first choiceAppianno first choicenothing named
Three alternatives
Apromore, Celonis Process Intelligence Platform, ProcessMindTwo alternatives
Guideflow, ScribeQwen 3.7 FlashEverflow Process Intelligence, ProcessMakeragainst: Celonis Process Intelligence PlatformSAP Signavio Process IntelligenceChangedCelonis Process Intelligence PlatformApromoreno first choiceagainst: Celonis Process Intelligence Platform, Disco, PM4Py, ProM, SAP Signavio Process Intelligence
Two alternatives
SAP Signavio Process Intelligence, UiPath Process MiningThree alternatives
Celonis Process Intelligence Platform, IBM Process Mining, UiPath Process MiningFour alternatives
Apromore, IBM Process Mining, Pega, SAP Signavio Process IntelligenceThree alternatives
Fluxicon Disco, PM4Py, ProMKimi K2Microsoft Power Automate Process Mining, Mindzieagainst: Celonis Process Intelligence Platform, SAP Signavio Process Intelligence, UiPath Process MiningIBM Process MiningChangedagainst: Celonis Process Intelligence Platform, SAP Signavio Process IntelligenceCelonis Process Intelligence PlatformApromoreagainst: ProM FrameworkMicrosoft Power Automate Process Miningagainst: Celonis Process Intelligence Platformagainst: Apromore, Celonis Process Intelligence Platform, IBM Process Mining, PM4Py, ProM, SAP Signavio Process Intelligence
Three alternatives
Apromore, MEHRWERK, QPR ProcessAnalyzerThree alternatives
Apromore, Microsoft Power Automate, UiPath Process MiningSix alternatives
ABBYY Timeline, Apromore, Microsoft Process Advisor, SAP Signavio Process Intelligence, Software AG ARIS Process Mining, UiPath Process MiningTwo alternatives
Celonis Snap, PM4PySix alternatives
Apromore, IBM Process Mining, KYP.ai, Mindzie, SAP Signavio Process Intelligence, UiPath Process MiningGLM 4.7 FlashXMindzieagainst: Celonis Process Intelligence Platform, SAP Signavio Process IntelligenceUiPath Process MiningChangedCelonis Process Intelligence PlatformApromore Community Edition, ProMagainst: Process Street, QPR Process Analyzerno first choiceagainst: Celonis Process Intelligence Platform, PM4Py, ProM Framework
Three alternatives
ABBYY Timeline, Apromore, Microsoft Power AutomateThree alternatives
ABBYY Timeline, Microsoft Process Advisor, SAP Signavio Process IntelligenceSeven alternatives
Apromore, IBM Process Mining, Microsoft Power Automate Process Mining, PM4Py, ProM Framework, SAP Signavio Process Intelligence, UiPath Process MiningThree alternatives
Bizagi, Microsoft Power Automate, UiPath Process MiningMiniMax M2.5Apromore, Celonis Process Intelligence PlatformIBM Process MiningChangedagainst: Celonis Process Intelligence PlatformCelonis Process Intelligence PlatformApromore Community Editionagainst: ProMno first choiceagainst: Celonis Process Intelligence Platform, IBM Process Mining, UiPath Process Mining
Three alternatives
IBM Process Mining, Microsoft Power Automate Process Mining, UiPath Process MiningThree alternatives
ABBYY Timeline, ARIS, SAP Signavio Process IntelligenceFour alternatives
Apromore, Microsoft Process Advisor, SAP Signavio Process Intelligence, UiPath Process MiningFour alternatives
Celonis Process Mining, PM4Py, Threadseer, UiPath Process MiningBold 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
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 | 2026-10-05 00:51 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:08 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:53 | yes | 15 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:32 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:15 | yes | 22 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:34 | yes | 13 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:30 | yes | 21 | 40 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:55 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:08 | yes | 10 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:07 | yes | 16 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:32 | yes | 18 | 396 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:27 | yes | 5 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:44 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:30 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:38 | yes | 21 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:00 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:15 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:34 | yes | 10 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:02 | yes | 24 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:24 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:48 | yes | 10 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:30 | yes | 17 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:16 | yes | 15 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:56 | yes | 17 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:54 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:19 | yes | 8 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:31 | yes | 11 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:22 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:30 | yes | 19 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:46 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:50 | yes | 21 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:14 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:24 | yes | 10 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:56 | yes | 17 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:03 | yes | 18 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:03 | yes | 10 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:23 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:44 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:35 | yes | 27 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:18 | yes | 16 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:10 | yes | 19 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:20 | yes | 15 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:53 | yes | 24 | 42 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:24 | yes | 14 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:34 | yes | 15 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:20 | yes | 20 | 71 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:20 | yes | 5 | 61 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:16 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:53 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:57 | yes | 7 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:28 | yes | 16 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:26 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:48 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:29 | yes | 14 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:52 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:52 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:35 | yes | 15 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:42 | yes | 14 | 15 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:59 | yes | 5 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:10 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:54 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:54 | yes | 21 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:56 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:51 | yes | 22 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:44 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:29 | yes | 24 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:41 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:44 | yes | 20 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:42 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:46 | yes | 23 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:27 | yes | 23 | 44 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
ABBYY read as ABBYY Timeline
Celonis read as Celonis Process Intelligence Platform
IBM read as IBM Process Mining
SAP Signavio read as SAP Signavio Process Intelligence
UiPath read as UiPath Process Mining
UiPath Process Intelligence read as UiPath Process Mining
Unresolved, counted raw
Celonis Free Tier (formerly Snap)
Celonis Process Mining (free "Studio" tier)
Celonis Snap
Everflow Process Intelligence
Inverbis Analytics
Nintex Process Manager / Nintex Automation Platform
Pega Process Intelligence
QPR Process Analyzer
Skan AI
Threadseer (Power BI add-in)
UiPath Platform
UltimateSuite
mindzie Desktop Edition
Discontinued, still offered
No shut-down product was recommended here.