Workiva vs IRIS CARBON
Eight of fourteen models named Workiva first on the direct prompt; one named IRIS CARBON. Workiva was named by fourteen of the fourteen models and IRIS CARBON by thirteen and Workiva carries 77 labels and IRIS CARBON 43, 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.
By framing
WorkivaFirst choices, of fourteen modelsIRIS CARBON
Across every category in the October 2026 Edition, Workiva and IRIS CARBON were named in the same answer 118 times, of the 625 answers naming Workiva and the 119 naming IRIS CARBON. In those answers IRIS CARBON took the first choice thirty-five times and Workiva forty-eight.
Every model, every framing
| 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 | | | | | |
Workiva IRIS CARBON first choice named as an alternative argued againstblank: not namedEach cell is one answer, Workiva on the left and IRIS CARBON on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Workiva first, IRIS CARBON an alternative
7 of 14 modelsIRIS CARBON was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
IRIS CARBON28%#1 of 8Workiva9%#4 of 8Workiva32%#1 of 6IRIS CARBON17%#4 of 6Workiva84%#1 of 6IRIS CARBON2%#5 of 6What the models said about Workiva
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
What the models said about IRIS CARBON
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.