Numeric vs Trintech
Zero of fourteen models named Numeric first on the direct prompt; zero named Trintech. Numeric was named by thirteen of the fourteen models and Trintech by nine and Numeric carries 44 labels and Trintech 14, so the shares are not directly comparable.
Named in four categories this edition.
Named in three categories 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 financial close management page.
By framing
NumericFirst choices, of fourteen modelsTrintech
Across every category in the October 2026 Edition, Numeric and Trintech were named in the same answer fifty times, of the 219 answers naming Numeric and the 108 naming Trintech. In those answers Trintech took the first choice five times and Numeric eight.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | | | | |
| 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 | | | | |
Numeric Trintech first choice named as an alternative argued againstblank: not namedEach cell is one answer, Numeric on the left and Trintech on the right.The direct prompt
Neither was the first choice, one was named
10 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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
Numeric25%#1 of 11Trintech0%#8 of 11What the models said about Numeric
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Noted as becoming expensive/unpredictable at scale (e.g., $360K+/month for thousands of users).” Grok 4.1 Fast · negative prompt · soft negative
“Smaller user community; fewer integrations compared with FloQast/Workiva. Still evolving” MiniMax M2.5 · direct prompt · soft negative
“Numeric – Can become expensive and unpredictable with thousands of users.” Mistral Small · negative prompt · soft negative
“Choose Numeric if you are a modern, fast-growing company that wants to leverage AI to automate transactional matching” Gemini 3.5 Flash · comparative prompt · first choice
What the models said about Trintech
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Trintech – Enterprise-focused, not suitable for smaller operations.” Mistral Small · negative prompt · hard negative
“Most vendors, including BlackLine, Trintech, and OneStream, use custom quote-based pricing.” Muse Glimmer 30B · budget prompt · soft negative
“Mid-Market Leader: Trintech (FloQlosed), Kira Systems. (Often considered more modern UX than BlackLine).” Qwen 3.7 Flash · scale 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.