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Financial close management · November 2026 Edition

Prophix vs DOKKA Close

Two of fourteen models named Prophix first on the direct prompt; zero named DOKKA Close. Prophix was named by eleven of the fourteen models and DOKKA Close by ten and Prophix carries 24 labels and DOKKA Close 15, so the shares are not directly comparable.

Prophix

accepted challenger

Named in eight categories this edition.

DOKKA Close

accepted challenger

Named in one category this edition.

First-choice share7%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 14; printed, not drawn.
Labels2415A 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 DOKKA Close · 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 modelsDOKKA Close
Direct20
Paraphrase00
Comparative00
Budget-constrained02
Scale-constrained20
Negative00
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 DOKKA Close stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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 DOKKA Close first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prophix on the left and DOKKA Close on the right.

The direct prompt

The plain question, one answer per model, grouped by where Prophix and DOKKA Close stood in it.

Prophix first, DOKKA Close an alternative

2 of 14 modelsDOKKA Close 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

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5FloQast alternatives: DOKKA Close, Trintech Adra
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
Muse Glimmer 30BFloQast alternatives: BlackLine, Prophix, Trintech

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniFloQast alternatives: BlackLine, Vena
Gemini 3.5 FlashFloQast alternatives: BlackLine, Numeric, Planful, Trintech Adra, Vena
Llama 4 Maverickno first choice
MiniMax M2.5FloQast alternatives: Adra Suite, BlackLine, Sage Intacct, Trintech
GPT-6 LunaFloQast alternatives: BlackLine, Numeric, Trintech Adra

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
DOKKA Close leads by five points.
DOKKA Close5%#6 of 12
Prophix0%#9 of 12
The full small business standing →
Mid-marketThe figures above
The order flips: Prophix leads at mid-market.
Prophix7%#3 of 14
DOKKA Close3%#4 of 14
The full mid-market standing →
Enterprise
DOKKA Close is not named for this buyer.
Prophix2%#8 of 12
DOKKA Close—not named
The full enterprise standing →

What the models said about Prophix

No label in this category carried a quote.

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
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.