FloQast vs Workiva
Eight of twelve models named FloQast first on the direct prompt; one named Workiva. FloQast was named by ten of the twelve models and Workiva by twelve and FloQast carries 14 labels and Workiva 33, so the shares are not directly comparable.
Named in ten categories this edition.
Named in fourteen categories this edition.
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 Internal controls and SOX page.
By framing
FloQastFirst choices, of twelve modelsWorkiva
Across every category in the September 2026 Edition, FloQast and Workiva were named in the same answer ninety-five times, of the 328 answers naming FloQast and the 375 naming Workiva. In those answers Workiva took the first choice four times and FloQast twenty-four.
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 | | |
FloQast Workiva first choice named as an alternative argued againstblank: not namedEach cell is one answer, FloQast on the left and Workiva on the right.The direct prompt
FloQast first, Workiva an alternative
8 of 12 modelsWorkiva was named in the answer but not as the choice, or not at all.Workiva first, FloQast not the choice
1 of 12 modelsFloQast was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 12 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
Workiva12%#3 of 11FloQast4%#– of 11What the models said about FloQast
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“For most mid-market B2B companies going through their first SOX cycles, FloQast offers the best balance of usability and value.” Kimi K2 · direct prompt · first choice
What the models said about Workiva
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Workiva, AuditBoard, LogicGate – Overkill, quote-only, and almost always over $40k/year.” DeepSeek V4 Flash · budget 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.