Numeric vs DOKKA Close
Zero of fourteen models named Numeric first on the direct prompt; zero named DOKKA Close. Numeric was named by fourteen of the fourteen models and DOKKA Close by ten and Numeric carries 44 labels and DOKKA Close 15, so the shares are not directly comparable.
Named in four categories 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 financial close management page.
By framing
NumericFirst choices, of fourteen modelsDOKKA Close
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 4.20 | ||||||
| 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 | | |
Numeric DOKKA Close first choice named as an alternative argued againstblank: not namedEach cell is one answer, Numeric on the left and DOKKA Close on the right.The direct prompt
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 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
Numeric19%#2 of 12DOKKA Close5%#6 of 12Numeric4%#5 of 12DOKKA Close—not namedWhat 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.
“Numeric is not a top choice and has received criticism for lack of improvement.” Mistral Small · negative prompt · soft negative
“Numeric and FloQast are the top recommendations due to their ease of use, strong automation, and good fit for mid-market needs” Mistral Small · paraphrase prompt · first choice
“Start with Numeric if: You're on a modern cloud ERP (especially NetSuite or QBO) and want more native automation” Kimi K2 · paraphrase prompt · first choice
“CloseCore Close Management or Numeric’s per-user tier is the lowest recurring cost.” Muse Glimmer 30B · budget prompt · first choice
What the models said about DOKKA Close
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“DOKKA and FloQast are highly recommended for small businesses needing dedicated financial close management” Mistral Small · budget prompt · first choice
“Choose DOKKA if you want a modern, dedicated app for small teams.” Qwen 3.7 Flash · budget prompt · first choice
“built specifically for 2–10 person finance teams at mid-market companies that need enterprise-grade close automation without enterprise pricing” Claude Haiku 4.5 · direct 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.