Optro vs Onspring
One of twelve models named Optro first on the direct prompt; one named Onspring. Optro was named by eight of the twelve models and Onspring by six and Optro carries 11 labels and Onspring 10, so the shares are not directly comparable.
Named in one category 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 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 modelsOnspring
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 Onspring first choice named as an alternative argued againstblank: not namedEach cell is one answer, Optro on the left and Onspring on the right.The direct prompt
Optro first, Onspring not the choice
1 of 12 modelsOnspring was named in the answer but not as the choice, or not at all.Onspring 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
8 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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 13Onspring2%#8 of 13What 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 Onspring
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Onspring (Best Overall for Mid-Market)” Qwen 3.7 Flash · direct prompt · first choice
“Several reviewers highlight these as the sweet spot: a modern UI, no-code configurability, reasonable cost” DeepSeek V4 Flash · paraphrase prompt · alternative
“If you need broader risk management beyond SOX, Onspring or AuditBoard are safer long-term bets.” Kimi K2 · 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.