Process mining · November 2026 Edition
UiPath Process Mining vs PM4Py
Three of fourteen models named UiPath Process Mining first on the direct prompt; zero named PM4Py. UiPath Process Mining was named by fourteen of the fourteen models and PM4Py by nine and UiPath Process Mining carries 56 labels and PM4Py 12, so the shares are not directly comparable.
Named in one category this edition.
PM4Py
accepted challengerNamed in one category this edition.
First-choice share10%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%17%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 11; printed, not drawn.
Labels5612A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, UiPath Process Mining reading right to left. Rank and label count are printed, not drawn.Apromore was named alongside these two in eleven of the fourteen direct answers. Microsoft Power Automate Process Mining vs UiPath Process Mining · Microsoft Power Automate Process Mining vs PM4Py · Apromore vs UiPath Process Mining
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the process mining page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
UiPath Process MiningFirst choices, of fourteen modelsPM4PyDirect30
Paraphrase20
Comparative001 against PM4Py
Budget-constrained022 against UiPath Process Mining · 1 against PM4Py
Scale-constrained00
Negative008 against UiPath Process Mining
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, UiPath Process Mining and PM4Py were named in the same answer sixteen times, of the 164 answers naming UiPath Process Mining and the 28 naming PM4Py. In those answers PM4Py took the first choice zero times and UiPath Process Mining one.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where UiPath Process Mining and PM4Py stood in it.
| Model | DirectPM | ParaphrasePM | ComparativePM | Budget-constrainedPM | Scale-constrainedPM | NegativePM |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | PM | | ||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | PM | | |
| Perplexity Sonar | | | | PM | | |
| Grok 4.20 | | | PM | PM | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | PM | | |
| GLM 4.7 FlashX | | | | PM | | |
| MiniMax M2.5 | | PM | PM | |||
| GPT-6 Luna | | | PM | |||
| Muse Glimmer 30B | | PM |
UiPath Process MiningPM PM4Py first choice named as an alternative argued againstblank: not namedEach cell is one answer, UiPath Process Mining on the left and PM4Py on the right.The direct prompt
The plain question, one answer per model, grouped by where UiPath Process Mining and PM4Py stood in it.
UiPath Process Mining first, PM4Py not the choice
3 of 14 modelsPM4Py was named in the answer but not as the choice, or not at all.Mistral SmallABBYY Timeline, Apromore, UiPath Process Mining alternatives: Microsoft Power Automate Process Mining
Qwen 3.7 FlashMicrosoft Power Automate, UiPath Process Mining alternatives: Apromore, QPR ProcessAdvisor
GLM 4.7 FlashXUiPath Process Mining, process.science alternatives: IBM Process Mining, SAP Signavio Process Intelligence
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Mindzie alternatives: Apromore, Microsoft Power Automate Process Mining, QPR ProcessAnalyzer, UiPath Process Mining
GPT-5.4 miniApromore alternatives: SAP Signavio Process Intelligence, UiPath Process Mining
Gemini 3.5 FlashMicrosoft Power Automate Process Mining alternatives: Apromore, UiPath Process Mining
Perplexity SonarApromore alternatives: Power Automate Process Mining, QPR ProcessAnalyzer, SAP Signavio Process Intelligence, UiPath Process Mining
Grok 4.20Microsoft Power Automate Process Mining alternatives: Apromore, UiPath Process Mining, process.science
DeepSeek V4 FlashProcessMind alternatives: Apromore, Microsoft Power Automate, QPR ProcessAnalyzer, UiPath Process Mining
Kimi K2Apromore, Microsoft Power Automate Process Mining alternatives: QPR ProcessAnalyzer, UiPath Process Mining
GPT-6 LunaApromore alternatives: Celonis Process Intelligence Platform, Power Automate Process Mining, SAP Signavio Process Intelligence, UiPath Process Mining
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 MaverickMindzie
MiniMax M2.5Apromore, Microsoft Power Automate Process Mining alternatives: IBM Process Mining
Muse Glimmer 30BKye, Microsoft Power Automate Process Mining alternatives: Mindzie, Workfellow, process.science
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
UiPath Process Mining leads by four points.
UiPath Process Mining4%#7 of 13PM4Py0%#10 of 13
The full small business standing →Mid-marketThe figures above
UiPath Process Mining leads by six points.
UiPath Process Mining10%#3 of 11PM4Py4%#5 of 11
The full mid-market standing →Enterprise
UiPath Process Mining leads by two points.
UiPath Process Mining2%#6 of 10PM4Py0%#– of 10
The full enterprise standing →What the models said about UiPath Process Mining
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“mid-to-high cost and overkill for limited budgets” Grok 4.20 · budget prompt · hard negative
“shallower analytics depth than pure process mining leaders; challenges with large datasets, data integration ... Pricing and complexity can overwhelm.” Grok 4.20 · negative prompt · soft negative
“UiPath can connect mining to RPA, but rule-based automation may become brittle when processes change frequently” Perplexity Sonar · negative prompt · soft negative
“Microsoft Power Automate (Process Mining) and UiPath generally offer the strongest balance of capability, price, and ease of implementation” Qwen 3.7 Flash · direct prompt · first choice
“generally considered to be Apromore, UiPath Process Mining, and ABBYY Timeline” Mistral Small · direct prompt · first choice
“Best Overall for Most Mid-Market Companies: UiPath Process Mining” GLM 4.7 FlashX · paraphrase prompt · first choice
What the models said about PM4Py
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“it lacks a user-friendly GUI and requires technical expertise—best for very limited budgets with data-savvy teams” Grok 4.20 · budget prompt · soft negative
“Open-source options like ProM or PM4Py exist but are more for research/academia than enterprise use.” Grok 4.20 · comparative prompt · soft negative
“It is the industry standard for open-source process mining... Complete flexibility, free, and easy to automate in data pipelines.” Gemini 3.5 Flash · budget prompt · first choice
“PM4Py (Free/Open Source) - Best Overall Choice” MiniMax M2.5 · budget prompt · first choice
“PM4Py is a no-license-cost open-source option—but it’s a developer library, not a ready-made business-user app.” GPT-6 Luna · budget prompt · alternative
Also compared
Microsoft Power Automate Process Mining vs UiPath Process MiningMicrosoft Power Automate Process Mining vs PM4PyApromore vs UiPath Process MiningApromore vs PM4PyUiPath Process Mining vs Celonis Process Intelligence PlatformUiPath Process Mining vs Microsoft Power AutomateUiPath Process Mining vs SAP Signavio Process IntelligenceUiPath Process Mining vs ABBYY TimelineCelonis Process Intelligence Platform vs PM4PyPM4Py vs Microsoft Power AutomatePM4Py vs SAP Signavio Process IntelligencePM4Py vs ABBYY TimelineAll twenty-eight head-to-head pages and the full process mining standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.