Numeric vs BlackLine
Zero of twelve models named Numeric first on the direct prompt; one named BlackLine. Numeric was named by eleven of the twelve models and BlackLine by twelve and Numeric carries 42 labels and BlackLine 50, so the shares are not directly comparable.
Named in three categories this edition.
Named in twelve categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve modelsBlackLine
Across every category in the September 2026 Edition, Numeric and BlackLine were named in the same answer 137 times, of the 202 answers naming Numeric and the 377 naming BlackLine. In those answers BlackLine took the first choice thirty-two times and Numeric twenty-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 | | | | | |
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
BlackLine first, Numeric not the choice
1 of 12 modelsNumeric was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 12 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
Numeric36%#1 of 9BlackLine0%#9 of 9BlackLine64%#1 of 9Numeric4%#5 of 9What the models said about Numeric
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“More flexible pricing, starting around $30/user/month, but still an investment.” Qwen 3.7 Flash · budget prompt · soft negative
“Numeric stands out as the best financial close management software option for a company with a limited budget” Grok 4.1 Fast · budget prompt · first choice
“Numeric - Best for mid-sized to enterprise teams needing transaction-level visibility and AI-driven close.” Llama 4 Maverick · paraphrase 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. Five of five in this category shown.
“BlackLine specifically has faced: Implementation difficulties and long integration processes... Complexity and clunky admin interfaces” MiniMax M2.5 · negative prompt · hard negative
“What to Avoid on a Tight Budget ... Built for large enterprises with dedicated admin teams; ~6-month rollout” DeepSeek V4 Flash · budget prompt · hard negative
“What to Avoid for Mid-Market - BlackLine and Workiva ... generally overkill for mid-market” DeepSeek V4 Flash · direct prompt · hard negative
“BlackLine - The Enterprise Standard ... Deepest close-management feature set with AI-based journal risk scoring” Kimi K2 · comparative prompt · first choice
“Best for large enterprises with audit-heavy close requirements. It offers the deepest close-management feature set” Mistral Small · 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.