Optro vs Workiva
One of twelve models named Optro first on the direct prompt; one named Workiva. Optro was named by eight of the twelve models and Workiva by twelve and Optro carries 11 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
OptroFirst 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 | | |
Optro Workiva first choice named as an alternative argued againstblank: not namedEach cell is one answer, Optro on the left and Workiva on the right.The direct prompt
Optro first, Workiva an alternative
1 of 12 modelsWorkiva was named in the answer but not as the choice, or not at all.Workiva first, Optro not the choice
1 of 12 modelsOptro was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
Optro4%#6 of 13Workiva2%#7 of 13Workiva12%#3 of 11Optro10%#4 of 11What the models said about Optro
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If the Internal Audit / Dedicated SOX Lead owns the project: Go with Optro (AuditBoard). It is the most robust and standardized system for auditors.” Gemini 3.5 Flash · direct prompt · first choice
“Best Overall for Financial Controls, SOX, and Internal Audit: Optro (formerly AuditBoard) ... Optro is the industry standard.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Best for: SOX 404 compliance, internal audit management, and mid-to-large enterprises.” Gemini 3.5 Flash · comparative 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.