SEC and disclosure reporting · October 2026 Edition
Certent Disclosure Management vs Certent
Four of fourteen models named Certent Disclosure Management first on the direct prompt; zero named Certent. Certent Disclosure Management was named by fourteen of the fourteen models and Certent by nine and Certent Disclosure Management carries 47 labels and Certent 16, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share22%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate2%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 6; printed, not drawn.
Labels4716A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Certent Disclosure Management reading right to left. Rank and label count are printed, not drawn.DFIN ActiveDisclosure was named alongside these two in thirteen of the fourteen direct answers. Workiva vs Certent Disclosure Management · Workiva vs Certent · DFIN ActiveDisclosure vs Certent Disclosure Management
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Certent Disclosure ManagementFirst choices, of fourteen modelsCertent
Direct40
Paraphrase40
Comparative00
Budget-constrained61
Scale-constrained01
Negative001 against Certent Disclosure Management
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Certent Disclosure Management and Certent stood in it.
| 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 | | | | | |
Certent Disclosure Management Certent first choice named as an alternative argued againstblank: not namedEach cell is one answer, Certent Disclosure Management on the left and Certent on the right.The direct prompt
The plain question, one answer per model, grouped by where Certent Disclosure Management and Certent stood in it.
Certent Disclosure Management first, Certent not the choice
4 of 14 modelsCertent was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashCertent Disclosure Management alternatives: DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
Kimi K2Certent Disclosure Management, DFIN ActiveDisclosure
GLM 4.7 FlashXCertent Disclosure Management, DFIN ActiveDisclosure alternatives: DataTracks DART, FilePoint, IDL Publisher, Workiva
Muse Glimmer 30BCertent Disclosure Management alternatives: DFIN ActiveDisclosure, Workiva
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Workiva alternatives: Certent, DFIN ActiveDisclosure, IRIS CARBON
Gemini 3.5 FlashWorkiva alternatives: Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
Perplexity SonarWorkiva alternatives: Certent Disclosure Management, DFIN ActiveDisclosure
Grok 4.1 FastWorkiva alternatives: Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON
Qwen 3.7 FlashWorkiva alternatives: Certent, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
MiniMax M2.5Workiva alternatives: ActiveDisclosure, Certent, DFIN ActiveDisclosure, RDG Filings
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniWorkiva alternatives: DFIN ActiveDisclosure, IRIS CARBON
Mistral SmallIRIS CARBON, Workiva alternatives: Basedash, RERegnology ESEF
Llama 4 MaverickDFIN ActiveDisclosure
GPT-6 LunaDFIN ActiveDisclosure alternatives: Toppan Merrill Bridge, Workiva
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Certent Disclosure Management leads by twenty-four points.
Certent Disclosure Management28%#2 of 8Certent4%#5 of 8Mid-marketThe figures above
Certent Disclosure Management leads by nineteen points.
Certent Disclosure Management22%#3 of 6Certent3%#5 of 6Enterprise
Certent Disclosure Management leads by two points.
Certent Disclosure Management2%#3 of 6Certent0%#6 of 6What the models said about Certent Disclosure Management
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
What the models said about Certent
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“start by requesting a pilot from CERTENT or DFIN. They are positioned specifically for the mid-market” Qwen 3.7 Flash · scale prompt · first choice
“the best platforms are typically Certent and IRIS CARBON” Qwen 3.7 Flash · budget prompt · first choice
“best fit for mid-market public companies that want governed SEC filings with XBRL at a materially lower price than Workiva” Claude Haiku 4.5 · direct prompt · alternative
Also compared
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.