Workiva vs Onspring
One of twelve models named Workiva first on the direct prompt; one named Onspring. Workiva was named by twelve of the twelve models and Onspring by six and Workiva carries 33 labels and Onspring 10, so the shares are not directly comparable.
Named in fourteen 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 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
WorkivaFirst 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 | |
Workiva Onspring first choice named as an alternative argued againstblank: not namedEach cell is one answer, Workiva on the left and Onspring on the right.The direct prompt
Workiva 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, Workiva not the choice
1 of 12 modelsWorkiva was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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 13Onspring2%#8 of 13Workiva2%#7 of 13Onspring2%#8 of 13What 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
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.