Nine of fourteen models named FloQast first on the direct prompt; zero named QuickBooks Online. FloQast was named by fourteen of the fourteen models and QuickBooks Online by thirteen and FloQast carries 49 labels and QuickBooks Online 30, so the shares are not directly comparable.
Named in seven categories this edition.
Named in twenty-three categories this edition.
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.
Across every category in the November 2026 Edition, FloQast and QuickBooks Online were named in the same answer eighty-six times, of the 414 answers naming FloQast and the 750 naming QuickBooks Online. In those answers QuickBooks Online took the first choice thirty-nine times and FloQast nine.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid enterprise platforms such as BlackLine, FloQast, and Trintech” Perplexity Sonar · budget prompt · hard negative
“For most mid-sized B2B companies, FloQast is the best overall choice due to its popularity, ease of use, and strong integration capabilities.” Mistral Small · paraphrase prompt · first choice
“Start with FloQast for most mid-market B2B companies—it's practical, highly rated for financial close/reconciliation, and minimizes risk.” Grok 4.20 · direct prompt · first choice
“FloQast — Best overall for mid-market close + reconciliation; Excel-friendly, fast implementation (2–4 weeks), $999/month starting.” DeepSeek V4 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Best overall bank reconciliation for small businesses... QuickBooks Online from ~$35-38/mo or Xero from ~$25/mo give the most complete bank-feed + automatic matching experience” Muse Glimmer 30B · budget prompt · first choice
“QuickBooks Online is a complete, all-around bank reconciliation system that is suitable for businesses that need a comprehensive solution.” Llama 4 Maverick · paraphrase prompt · first choice
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.