Four of fourteen models named Certent Disclosure Management first on the direct prompt; one named IRIS CARBON. Certent Disclosure Management was named by fourteen of the fourteen models and IRIS CARBON by thirteen and Certent Disclosure Management carries 47 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, Certent Disclosure Management and IRIS CARBON were named in the same answer eighty-six times, of the 131 answers naming Certent Disclosure Management and the 119 naming IRIS CARBON. In those answers IRIS CARBON took the first choice nine times and Certent Disclosure Management 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. 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
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.