Five 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 58 labels and IRIS CARBON 42, 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 IRIS CARBON were named in the same answer 116 times, of the 169 answers naming Certent Disclosure Management and the 126 naming IRIS CARBON. In those answers IRIS CARBON took the first choice nine times and Certent Disclosure Management eighteen.
| 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. Four of five in this category shown.
“Worth pricing for a value-oriented option, though reported list pricing starts around $25,000.” Perplexity Sonar · budget prompt · soft negative
“Choose Certent Disclosure Management / IRIS CARBON if you want governed 10-K/10-Q/8-K and proxy filing with native iXBRL” Muse Glimmer 30B · direct prompt · first choice
“is Certent Disclosure Management or IRIS CARBON, as they deliver the essential workflow at a fraction of the cost” Llama 4 Maverick · budget prompt · first choice
“Certent Disclosure Management and IRIS CARBON deliver the essential workflow at a fraction of the leader's cost.” 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.