Numeric vs BlackLine
Zero of fourteen models named Numeric first on the direct prompt; zero named BlackLine. Both were named by all fourteen models and Numeric carries 44 labels and BlackLine 63, so the shares are not directly comparable.
Named in four categories this edition.
Named in seven 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 modelsBlackLine
Across every category in the November 2026 Edition, Numeric and BlackLine were named in the same answer eighty-three times, of the 207 answers naming Numeric and the 284 naming BlackLine. In those answers BlackLine took the first choice fourteen times and Numeric twenty-one.
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 BlackLine first choice named as an alternative argued againstblank: not namedEach cell is one answer, Numeric on the left and BlackLine on the right.The direct prompt
Neither was the first choice, one was named
11 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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 12BlackLine0%#12 of 12BlackLine65%#1 of 12Numeric4%#5 of 12What 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 BlackLine
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid BlackLine unless you're genuinely enterprise-scale—it's powerful but often overkill and over-budget for mid-market teams.” Kimi K2 · paraphrase prompt · hard negative
“the goal is to avoid enterprise platforms like BlackLine or Workiva, which can easily cost tens of thousands of dollars annually” Gemini 3.5 Flash · budget prompt · hard negative
“For a limited budget, avoid enterprise-focused tools like BlackLine, FloQast, or Workiva” Grok 4.20 · budget prompt · hard negative
“Choose BlackLine if you need heavy automation of reconciliations, transaction matching, and journal entries at enterprise scale” Kimi K2 · comparative prompt · first choice
“BlackLine: Strong in automation, reconciliations, and task management. Great for mid-market with global ops.” Grok 4.20 · scale prompt · first choice
“Most mature and widely adopted (4,300+ customers); strong in full lifecycle automation and audit trails.” Grok 4.20 · comparative 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.