Account reconciliation · October 2026 Edition
FloQast vs Zoho Books
Eight of fourteen models named FloQast first on the direct prompt; zero named Zoho Books. FloQast was named by fourteen of the fourteen models and Zoho Books by ten and FloQast carries 43 labels and Zoho Books 11, so the shares are not directly comparable.
Named in ten categories this edition.
Named in seventeen categories this edition.
First-choice share33%10%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#4A position in a field of 12; printed, not drawn.
Labels4311A 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 twelve of the fourteen direct answers. FloQast vs Trintech Adra · FloQast vs Numeric · FloQast vs QuickBooks Online
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 account reconciliation page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
FloQastFirst choices, of fourteen modelsZoho Books
Direct80
Paraphrase80
Comparative20
Budget-constrained052 against FloQast
Scale-constrained10
Negative002 against FloQast
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 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 | | |||||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | | |
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
8 of 14 modelsZoho Books was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashFloQast alternatives: BlackLine, Numeric, Trintech Adra, ZoneReconcile
Grok 4.1 FastFloQast alternatives: Numeric, Trintech Adra
DeepSeek V4 FlashFloQast alternatives: Numeric, Sage Intacct, Trintech Adra
Qwen 3.7 FlashFloQast, Numeric alternatives: Oracle NetSuite, Sage Intacct, Trintech Adra
Kimi K2FloQast, Numeric alternatives: Sage Intacct, Trintech Adra
GLM 4.7 FlashXFloQast, Trintech alternatives: BlackLine, HighRadius, Prophix One
GPT-6 LunaFloQast alternatives: Numeric, Trintech Adra
Muse Glimmer 30BFloQast alternatives: Sage Intacct, Trintech Adra
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Trintech Adra alternatives: FloQast, Numeric, Prophix One
GPT-5.4 miniBlackLine alternatives: FloQast, Trintech Adra
Mistral SmallHighRadius alternatives: BlackLine, FloQast, Trintech
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarTrintech Adra alternatives: Bluecopa, DOKKA, Numeric, Oracle Fusion Cloud EPM, Prophix One, ReconArt
Llama 4 MaverickTrintech Adra alternatives: Oracle NetSuite, Ramp, Sage Intacct
MiniMax M2.5Trintech Adra, Xenett alternatives: Numeric, Sage Intacct, ZoneReconcile
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.
FloQast4%#6 of 10Zoho Books4%#5 of 10Mid-marketThe figures above
FloQast leads by twenty-three points.
FloQast33%#1 of 12Zoho Books10%#4 of 12Enterprise
Zoho Books is not named for this buyer.
FloQast6%#4 of 10Zoho 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.
“Some of the tools mentioned include FloQast, BlackLine, and AutoRek, which can be effective but may require additional time to address discrepancies.” Llama 4 Maverick · negative prompt · soft negative
“Excellent for collaboration, close-management, and balance sheet substantiation. It integrates deeply with Excel, making adoption incredibly easy” Gemini 3.5 Flash · scale prompt · first choice
“Most mid-market B2B companies find that FloQast or Trintech Adra provide the best balance of features, ease of use, and value for money.” GLM 4.7 FlashX · direct 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. One of one in this category shown.
“Zoho Books — Best Free Option with Reconciliation ... One of the few platforms that includes bank reconciliation in its free plan” Kimi K2 · budget prompt · first choice
Also compared
FloQast vs Trintech AdraFloQast vs NumericFloQast vs QuickBooks OnlineFloQast vs XeroFloQast vs Sage IntacctFloQast vs ReconArtTrintech Adra vs Zoho BooksNumeric vs Zoho BooksZoho Books vs QuickBooks OnlineZoho Books vs XeroZoho Books vs Sage IntacctZoho Books vs ReconArtAll 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.