Five of fourteen models named Certent Disclosure Management first on the direct prompt; six named DFIN ActiveDisclosure. Both were named by all fourteen models and Certent Disclosure Management carries 58 labels and DFIN ActiveDisclosure 66, 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 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 November 2026 Edition, Certent Disclosure Management and DFIN ActiveDisclosure were named in the same answer 151 times, of the 169 answers naming Certent Disclosure Management and the 193 naming DFIN ActiveDisclosure. In those answers DFIN ActiveDisclosure took the first choice twenty-seven times and Certent Disclosure Management forty.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“Cons: Less comprehensive feature set than Workiva” MiniMax M2.5 · direct prompt · soft negative
“For most small companies with limited budgets, Certent Disclosure Management or IRIS CARBON offer the best balance of functionality and affordability” GLM 4.7 FlashX · budget prompt · first choice
“Certent Disclosure Management, owned by insightsoftware, is the established cost-conscious alternative to Workiva, best fitting smaller reporting companies” Claude Haiku 4.5 · budget prompt · first choice
“Choose Certent Disclosure Management / IRIS CARBON if you want governed 10-K/10-Q/8-K and proxy filing with native iXBRL... the lowest total cost” Muse Glimmer 30B · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid for Tight Budgets: ... DFIN ActiveDisclosure (capable with expert services but higher-end)” Grok 4.20 · budget prompt · hard negative
“can often be cost-prohibitive, with annual subscriptions frequently ranging from $40,000 to over $100,000” Gemini 3.5 Flash · budget prompt · soft negative
“DFIN (ActiveDisclosure) — solid but costly; see caution above” DeepSeek V4 Flash · negative prompt · soft negative
“For most mid-market B2B companies, DFIN ActiveDisclosure offers the best practical blend of technology, compliance expertise, and cost.” Gemini 3.5 Flash · direct prompt · first choice
“I'd recommend starting with DFIN ActiveDisclosure if you want purpose-built SEC functionality with strong value and ease of use.” GLM 4.7 FlashX · paraphrase prompt · first choice
“Primary Choice: DFIN ActiveDisclosure - Best balance of features, cost, and SEC expertise” GLM 4.7 FlashX · direct 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.