PM4Py
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Process mining | IT operations and endpoint | 2% | 13 of 61 | 29% | 14 | criticized challenger |
Movement
By model
How each model treated PM4Py across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 1 | 0 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 1 | 0 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Best low-budget starting point: PM4Py—if your company has someone comfortable with Python and data preparation.” GPT-6 Luna · Process mining · budget prompt · first choice
“If you have technical/data science resources, PM4Py offers the most power and flexibility at zero cost.” Kimi K2 · Process mining · budget prompt · alternative
“PM4Py is the leading open-source library for process mining in Python. It is completely free” Gemini 3.5 Flash · Process mining · budget prompt · alternative
“Completely free Python library for developers/data scientists... but requires coding—no GUI” Grok 4.1 Fast · Process mining · budget prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“No graphical user interface – Requires programming knowledge and development skills” GLM 4.7 FlashX · Process mining · negative prompt · hard negative
“Open Source Tools (Avoid if You Don't Have Developers)” Qwen 3.7 Flash · Process mining · negative prompt · hard negative
“Open-source libraries such as PM4Py, if you expect a turnkey business app... a library may leave you responsible for building the interface” GPT-6 Luna · Process mining · negative prompt · soft negative
“No graphical user interface – difficult for non-technical organizational use” Kimi K2 · Process mining · negative prompt · soft negative
Named alongside
The products named in the same answers as PM4Py, over the 27 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and PM4Py was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 27 of the 27 answers that named PM4Py and are not a share of its labels.
Domains cited
No domain is on file for PM4Py, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where PM4Py stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 140 a month (“pm4py”)
- AI search demand for its name, est.
- 1 a month
- Its own site
- No site of its own on file, so no site figures
In answers
This edition- First choices
- 1 across its categories
- Named in
- 27 answers
- Its own site cited
- No site on file to match
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
Names read as PM4Py
Follow PM4Py
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when PM4Py's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as PM4Py, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for PM4Py by email, built from the raw record of the edition. It shows:
- where PM4Py is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name PM4Py, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.