Financial close management · November 2026 Edition
Prophix vs BlackLine
Two of fourteen models named Prophix first on the direct prompt; zero named BlackLine. Prophix was named by eleven of the fourteen models and BlackLine by fourteen and Prophix carries 24 labels and BlackLine 63, so the shares are not directly comparable.
Named in eight categories this edition.
Named in seven categories this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%40%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 14; printed, not drawn.
Labels2463A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Prophix reading right to left. Rank and label count are printed, not drawn.FloQast was named alongside these two in thirteen of the fourteen direct answers. FloQast vs Prophix · FloQast vs BlackLine · Numeric vs Prophix
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ProphixFirst choices, of fourteen modelsBlackLine
Direct203 against BlackLine
Paraphrase008 against BlackLine
Comparative05
Budget-constrained008 against BlackLine
Scale-constrained211 against BlackLine
Negative005 against BlackLine
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Prophix and BlackLine stood in it.
| 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 | | | | | |
Prophix BlackLine first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prophix on the left and BlackLine on the right.The direct prompt
The plain question, one answer per model, grouped by where Prophix and BlackLine stood in it.
Prophix first, BlackLine an alternative
2 of 14 modelsBlackLine was named in the answer but not as the choice, or not at all.Mistral SmallFloQast, Prophix alternatives: BlackLine, DOKKA Close
GLM 4.7 FlashXProphix alternatives: Cube, FloQast, Numeric
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.GPT-5.4 miniFloQast alternatives: BlackLine, Vena
Gemini 3.5 FlashFloQast alternatives: BlackLine, Numeric, Planful, Trintech Adra, Vena
Perplexity SonarFloQast alternatives: DOKKA Close, Numeric, Prophix, Trintech Adra
Grok 4.20FloQast alternatives: BlackLine, Prophix, Workiva
DeepSeek V4 FlashFloQast alternatives: BlackLine, Datarails, Prophix, Sage Intacct
Qwen 3.7 FlashFloQast alternatives: Numeric, PivotXL, Prophix
Kimi K2FloQast alternatives: Prophix, Trintech Adra
MiniMax M2.5FloQast alternatives: Adra Suite, BlackLine, Sage Intacct, Trintech
GPT-6 LunaFloQast alternatives: BlackLine, Numeric, Trintech Adra
Muse Glimmer 30BFloQast alternatives: BlackLine, Prophix, Trintech
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5FloQast alternatives: DOKKA Close, Trintech Adra
Llama 4 Maverickno first choice
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Prophix0%#9 of 12BlackLine0%#12 of 12Mid-marketThe figures above
Enterprise
The order flips: BlackLine leads at enterprise.
BlackLine65%#1 of 12Prophix2%#8 of 12What the models said about Prophix
No label in this category carried a quote.
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
Also compared
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.