Account reconciliation · September 2026 Edition
FloQast vs Zoho Books
Four of twelve models named FloQast first on the direct prompt; zero named Zoho Books. FloQast was named by twelve of the twelve models and Zoho Books by nine and FloQast carries 44 labels and Zoho Books 10, so the shares are not directly comparable.
Named in ten categories this edition.
Named in sixteen categories this edition.
First-choice share33%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 11; printed, not drawn.
Labels4410A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, FloQast reading right to left. Rank and label count are printed, not drawn.Trintech Adra was named alongside these two in eight of the twelve direct answers. FloQast vs Numeric · FloQast vs Trintech Adra · FloQast vs QuickBooks Online
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 account reconciliation page.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
FloQastFirst choices, of twelve modelsZoho Books
Direct40
Paraphrase90
Comparative10
Budget-constrained033 against FloQast
Scale-constrained30
Negative001 against FloQast
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where FloQast and Zoho Books 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 4.1 Fast | | | | | ||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | |
FloQast Zoho Books first choice named as an alternative argued againstblank: not namedEach cell is one answer, FloQast on the left and Zoho Books on the right.The direct prompt
The plain question, one answer per model, grouped by where FloQast and Zoho Books stood in it.
FloQast first, Zoho Books not the choice
4 of 12 modelsZoho Books was named in the answer but not as the choice, or not at all.GPT-5.4 miniFloQast alternatives: BlackLine, Oracle Account Reconciliation Cloud, Trintech
Perplexity SonarFloQast alternatives: Numeric, Prophix One
Grok 4.1 FastFloQast alternatives: Numeric, Prophix One, Trintech Adra
Kimi K2FloQast, Numeric alternatives: Prophix One, Trintech Adra
Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashNumeric, ZoneReconcile alternatives: FloQast, HighRadius, Trintech Adra
DeepSeek V4 FlashNumeric alternatives: FloQast, Trintech Adra
Qwen 3.7 FlashTrintech Adra alternatives: FloQast, Numeric, Prophix One
GLM 4.7 FlashXNumeric alternatives: FloQast, HighRadius, OneStream, Oracle Account Reconciliation Cloud, Prophix One, Ramp, Trintech Adra
Neither was named
4 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Mistral SmallHighRadius, Prophix One alternatives: Sage Intacct, Trintech Adra
Llama 4 Maverickno first choice
MiniMax M2.5Trintech Adra alternatives: Numeric, Ramp
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
Zoho Books leads by six points.
Zoho Books8%#3 of 8FloQast2%#6 of 8Mid-marketThe figures above
The order flips: FloQast leads at mid-market.
FloQast33%#1 of 11Zoho Books6%#5 of 11Enterprise
Zoho Books is not named for this buyer.
FloQast4%#5 of 8Zoho Books—not namedWhat the models said about FloQast
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“only if you're a growing accounting team that can justify a custom-priced close/reconciliation platform; it does not publish simple per-user pricing” GPT-5.4 mini · budget prompt · soft negative
“The best bank reconciliation automation for a mid-sized B2B company would be FloQast, Vic.ai, or US Tech Automations. FloQast is best for mid-market finance teams coordinating a close checklist” Llama 4 Maverick · paraphrase prompt · first choice
“Choose FloQast if your primary pain point is team coordination, communication, and tracking who is doing what during the close.” Qwen 3.7 Flash · comparative prompt · first choice
What the models said about Zoho Books
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“The best account reconciliation software for a company with a limited budget is Zoho Books, as it is considered the best budget-friendly all-in-one suite.” Llama 4 Maverick · budget prompt · first choice
“Zoho Books is the best overall choice because it provides genuine bank reconciliation (with auto-matching and feeds) at $0 cost” DeepSeek V4 Flash · budget prompt · first choice
Also compared
FloQast vs NumericFloQast vs Trintech AdraFloQast vs QuickBooks OnlineFloQast vs HighRadiusFloQast vs XeroFloQast vs Prophix OneNumeric vs Zoho BooksTrintech Adra vs Zoho BooksQuickBooks Online vs Zoho BooksZoho Books vs HighRadiusZoho Books vs XeroZoho Books vs Prophix OneAll twenty-eight head-to-head pages and the full account reconciliation standing
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.