LogicGate Risk Cloud vs Workiva
Zero of twelve models named LogicGate Risk Cloud first on the direct prompt; one named Workiva. LogicGate Risk Cloud was named by ten of the twelve models and Workiva by twelve and LogicGate Risk Cloud carries 17 labels and Workiva 33, so the shares are not directly comparable.
Named in one category 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
LogicGate Risk CloudFirst choices, of twelve modelsWorkiva
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 | |
LogicGate Risk Cloud Workiva first choice named as an alternative argued againstblank: not namedEach cell is one answer, LogicGate Risk Cloud on the left and Workiva on the right.The direct prompt
Workiva first, LogicGate Risk Cloud an alternative
1 of 12 modelsLogicGate Risk Cloud was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 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
Workiva2%#9 of 13LogicGate Risk Cloud0%#11 of 13LogicGate Risk Cloud4%#4 of 13Workiva2%#7 of 13Workiva12%#3 of 11LogicGate Risk Cloud0%#– of 11What the models said about LogicGate Risk Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Workiva, AuditBoard, LogicGate – Overkill, quote-only, and almost always over $40k/year.” DeepSeek V4 Flash · budget prompt · hard negative
“LogicGate is widely regarded as a leader in automating the "GRC lifecycle."” GLM 4.7 FlashX · comparative prompt · first choice
“LogicGate or Hyperproof are the strongest value picks” DeepSeek V4 Flash · paraphrase prompt · first choice
“## My Top Recommendation: LogicGate Risk Cloud” Kimi K2 · paraphrase 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.