Six of fourteen models named Apromore first on the direct prompt; three named UiPath Process Mining. Both were named by all fourteen models and Apromore carries 46 labels and UiPath Process Mining 56, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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.
Across every category in the November 2026 Edition, Apromore and UiPath Process Mining were named in the same answer ninety-five times, of the 128 answers naming Apromore and the 164 naming UiPath Process Mining. In those answers UiPath Process Mining took the first choice two times and Apromore twenty.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“notably high negative rate (27%) and is labeled as a "criticized challenger"” Mistral Small · negative prompt · hard negative
“I didn't pull a fresh official source here, so I'd want to verify current product positioning before making a strong recommendation.” GPT-5.4 mini · comparative prompt · soft negative
“it may require additional technical expertise to manage effectively, and limitations in support and ease of use” Claude Haiku 4.5 · negative prompt · soft negative
“the best process mining tools for a mid-market B2B company are generally considered to be Apromore, UiPath Process Mining, and ABBYY Timeline” Mistral Small · direct prompt · first choice
“The best process mining tool for a company with a limited budget is Apromore, as it is an open-source tool that offers a free Community Edition” Llama 4 Maverick · budget prompt · first choice
“Apromore stands out as the top open-source option with a free Community Edition, making it ideal for starting on a small budget” Mistral Small · budget prompt · first choice
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
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.