FloQast vs Numeric
Eight of fourteen models named FloQast first on the direct prompt; two named Numeric. FloQast was named by fourteen of the fourteen models and Numeric by twelve and FloQast carries 43 labels and Numeric 37, so the shares are not directly comparable.
Named in ten categories this edition.
Named in four 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.
By framing
FloQastFirst choices, of fourteen modelsNumeric
Across every category in the October 2026 Edition, FloQast and Numeric were named in the same answer 163 times, of the 387 answers naming FloQast and the 219 naming Numeric. In those answers Numeric took the first choice twenty-eight times and FloQast forty-five.
Every model, every framing
| 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 Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, FloQast on the left and Numeric on the right.The direct prompt
Both were the first choice
2 of 14 modelsThe answer named them together, and the judge labeled each a first choice.FloQast first, Numeric an alternative
6 of 14 modelsNumeric was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.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
FloQast33%#1 of 12Numeric10%#3 of 12What 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 Numeric
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“prioritize tools with easy setup, AI matching, and compliance (e.g., for mid-market: Numeric or simpler options)” Grok 4.1 Fast · negative prompt · first choice
“I'd suggest starting with Numeric if you want modern AI-driven automation at a more accessible price point” Kimi K2 · 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.