Four of fourteen models named DFIN ActiveDisclosure first on the direct prompt; one named IRIS CARBON. DFIN ActiveDisclosure was named by fourteen of the fourteen models and IRIS CARBON by thirteen and DFIN ActiveDisclosure carries 64 labels and IRIS CARBON 43, 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 October 2026 Edition, DFIN ActiveDisclosure and IRIS CARBON were named in the same answer 101 times, of the 185 answers naming DFIN ActiveDisclosure and the 119 naming IRIS CARBON. In those answers IRIS CARBON took the first choice twenty-two times and DFIN ActiveDisclosure eleven.
| 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. Five of six in this category shown.
“Proceed with caution if you plan to do extensive, fast-paced table updates directly in the tool or manage complex, in-house XBRL tagging.” Gemini 3.5 Flash · negative prompt · soft negative
“Even leading platforms like Workiva and ActiveDisclosure have specific limitations you should understand before implementation.” GLM 4.7 FlashX · negative prompt · soft negative
“The best SEC and disclosure reporting platform for a mid-market B2B company is DFIN, as it offers a sharper price and an SEC-only focus.” Llama 4 Maverick · direct prompt · first choice
“I'd put DFIN ActiveDisclosure on the shortlist as the likely best value among established, full-featured platforms” GPT-6 Luna · budget prompt · first choice
“I'd lean toward DFIN ActiveDisclosure as the best balance of functionality, price, and specialized SEC expertise” Claude Haiku 4.5 · paraphrase 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.
“IRIS CARBON® and Workiva are the top choices due to their strong compliance features, ease of use, and scalability” Mistral Small · direct prompt · first choice
“the best SEC‑disclosure platform is likely IRIS CARBON (cloud SaaS, flat‑annual fee, strong small‑business focus)” GLM 4.7 FlashX · budget prompt · first choice
“IRIS CARBON is typically the lowest-cost of the major dedicated platforms, with Certent as a close second” Muse Glimmer 30B · 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.