Eight 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 43 labels and QuickBooks Online 20, so the shares are not directly comparable.
Named in ten categories this edition.
Named in sixteen 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 October 2026 Edition, FloQast and QuickBooks Online were named in the same answer sixty-one times, of the 387 answers naming FloQast and the 667 naming QuickBooks Online. In those answers QuickBooks Online took the first choice twenty-eight times and FloQast six.
| 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 |
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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“you've likely outgrown built-in tools (70–80% match rates at best)” DeepSeek V4 Flash · paraphrase prompt · hard negative
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.