Three of fourteen models named UiPath Process Mining first on the direct prompt; zero named SAP Signavio Process Intelligence. Both were named by all fourteen models and UiPath Process Mining carries 56 labels and SAP Signavio Process Intelligence 49, 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, UiPath Process Mining and SAP Signavio Process Intelligence were named in the same answer 124 times, of the 164 answers naming UiPath Process Mining and the 161 naming SAP Signavio Process Intelligence. In those answers SAP Signavio Process Intelligence took the first choice one time and UiPath Process Mining five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | SS | |||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | SS | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | SS | |||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | SS | |||||
| GPT-6 Luna | SS | SS | ||||
| Muse Glimmer 30B | SS | SS |
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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“SAP Signavio — Only makes sense if you're heavily SAP-centric, and pricing is enterprise-tier.” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Avoid traditional enterprise leaders like Celonis or SAP Signavio if budget is tight” Qwen 3.7 Flash · budget prompt · hard negative
“What to Avoid ... SAP Signavio: Only makes sense if you're heavily invested in SAP ERP” Kimi K2 · direct prompt · hard negative
“I'd usually recommend SAP Signavio first if you want the best balance of capability and usability” GPT-5.4 mini · paraphrase prompt · first choice
“Best for SAP Environments ... Save Celonis or SAP Signavio for when: Your organization becomes larger/more complex” GLM 4.7 FlashX · direct prompt · alternative
“prioritize more widely endorsed platforms like Celonis, Microsoft Power Automate Process Mining, or SAP Signavio” Mistral Small · negative prompt · alternative
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.