Workiva vs Hyperproof
Two of fourteen models named Workiva first on the direct prompt; zero named Hyperproof. Workiva was named by fourteen of the fourteen models and Hyperproof by nine and Workiva carries 51 labels and Hyperproof 17, so the shares are not directly comparable.
Named in nine categories this edition.
Named in one category 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 Internal controls and SOX page.
By framing
WorkivaFirst choices, of fourteen modelsHyperproof
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 4.20 | | | | | | |
| 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 | | | | |
Workiva Hyperproof first choice named as an alternative argued againstblank: not namedEach cell is one answer, Workiva on the left and Hyperproof on the right.The direct prompt
Workiva first, Hyperproof not the choice
2 of 14 modelsHyperproof was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
Workiva2%#10 of 14Hyperproof2%#8 of 14Workiva23%#1 of 14Hyperproof0%#14 of 14What the models said about Workiva
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid starting with Workiva, Optro/AuditBoard, or Diligent unless the company needs a full enterprise SOX” Perplexity Sonar · budget prompt · hard negative
“I'd usually recommend Workiva if your main need is internal controls management tied to financial reporting/SOX-style workflows” GPT-5.4 mini · paraphrase prompt · first choice
What the models said about Hyperproof
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“like FloQast, AuditBoard/Optro, or Hyperproof” DeepSeek V4 Flash · scale prompt · first choice
“My default recommendation: Hyperproof” GPT-6 Luna · paraphrase prompt · first choice
“For B2B SaaS companies looking to reduce manual evidence gathering across IT and financial controls, Hyperproof is typically the best fit.” Gemini 3.5 Flash · direct prompt · alternative
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.