Eight of fourteen models named Workiva first on the direct prompt; zero named Certent. Workiva was named by fourteen of the fourteen models and Certent by nine and Workiva carries 77 labels and Certent 16, so the shares are not directly comparable.
Named in eleven 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 SEC and disclosure reporting page.
| 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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Top Recommendation: Workiva ... the default market leader and is consistently rated the best all-around platform for mid-market public companies” DeepSeek V4 Flash · paraphrase prompt · first choice
“Workiva is identified as the leading solution in the disclosure management category with the highest adoption and satisfaction” Claude Haiku 4.5 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“start by requesting a pilot from CERTENT or DFIN. They are positioned specifically for the mid-market” Qwen 3.7 Flash · scale prompt · first choice
“the best platforms are typically Certent and IRIS CARBON” Qwen 3.7 Flash · budget prompt · first choice
“best fit for mid-market public companies that want governed SEC filings with XBRL at a materially lower price than Workiva” Claude Haiku 4.5 · 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.