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Financial close management · November 2026 Edition

DOKKA Close vs Datarails

Zero of fourteen models named DOKKA Close first on the direct prompt; zero named Datarails. DOKKA Close was named by ten of the fourteen models and Datarails by nine and DOKKA Close carries 15 labels and Datarails 12, so the shares are not directly comparable.

DOKKA Close

accepted challenger

Named in one category this edition.

Datarails

accepted challenger

Named in ten categories this edition.

First-choice share3%2%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#4#6A position in a field of 14; printed, not drawn.
Labels1512A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, DOKKA Close 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 DOKKA Close · FloQast vs Datarails · Numeric vs DOKKA Close

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.
DOKKA CloseFirst choices, of fourteen modelsDatarails
Direct00
Paraphrase00
Comparative00
Budget-constrained21
Scale-constrained00
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 DOKKA Close and Datarails 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
DOKKA Close Datarails first choice named as an alternative argued againstblank: not namedEach cell is one answer, DOKKA Close on the left and Datarails on the right.

The direct prompt

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

Neither was the first choice, one was named

4 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
Mistral SmallFloQast, Prophix alternatives: BlackLine, DOKKA Close
DeepSeek V4 FlashFloQast alternatives: BlackLine, Datarails, Prophix, Sage Intacct

Neither was named

10 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
Grok 4.20FloQast alternatives: BlackLine, Prophix, Workiva
Llama 4 Maverickno first choice
Qwen 3.7 FlashFloQast alternatives: Numeric, PivotXL, Prophix
Kimi K2FloQast alternatives: Prophix, Trintech Adra
GLM 4.7 FlashXProphix alternatives: Cube, FloQast, Numeric
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

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
Datarails leads by four points.
Datarails9%#4 of 12
DOKKA Close5%#6 of 12
The full small business standing →
Mid-marketThe figures above
The order flips: DOKKA Close leads at mid-market.
DOKKA Close3%#4 of 14
Datarails2%#6 of 14
The full mid-market standing →
Enterprise
DOKKA Close is not named for this buyer.
DOKKA Close—not named
Datarails0%#– of 12
The full enterprise standing →

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

What the models said about Datarails

No label in this category carried a quote.

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.