Eight of fourteen models named Workiva first on the direct prompt; four named Certent Disclosure Management. Both were named by all fourteen models and Workiva carries 77 labels and Certent Disclosure Management 47, 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.
Across every category in the October 2026 Edition, Workiva and Certent Disclosure Management were named in the same answer 129 times, of the 625 answers naming Workiva and the 131 naming Certent Disclosure Management. In those answers Certent Disclosure Management took the first choice forty-one times and Workiva fifty-four.
| 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. Four of five in this category shown.
“Cautiously evaluate Certent if your team is looking for a modern, cloud-native platform” Gemini 3.5 Flash · negative prompt · soft negative
“Start with Certent or IRIS CARBON if you need a full disclosure management platform with workflow and collaboration features” Kimi K2 · budget prompt · first choice
“Certent is regularly positioned as the value lane alternative to Workiva... the price point sits meaningfully below Workiva” Muse Glimmer 30B · direct prompt · first choice
“Certent Disclosure Management and IRIS CARBON are the two best-value platforms recommended by industry analysts” DeepSeek V4 Flash · budget prompt · first choice
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.