AI Indexes
Finance AI Index
Index › Accounting and close › October 2026 Edition

SEC and disclosure reporting

Asked as “SEC and disclosure reporting platform”, and as “disclosure management software for SEC filings”, on behalf of a mid-market B2B company. 63 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
32%
Contested · Certent Disclosure Management 22%
32Workiva22Certent Disclosure Management22DFIN ActiveDisclosure24others

32% of first choices, contested.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

The standing

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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Workiva32%23%77endorsed leadernewNew since September 2026: not ranked then, 32% now.
02DFIN ActiveDisclosure22%3%64accepted challengernewNew since September 2026: not ranked then, 22% now.
03Certent Disclosure Management22%2%47accepted challengernewNew since September 2026: not ranked then, 22% now.
04IRIS CARBON17%0%43accepted challengernewNew since September 2026: not ranked then, 17% now.
05Certent3%0%16accepted challengernewNew since September 2026: not ranked then, 3% now.
Show the one product at 0%, ordered by negative rate
06Toppan Merrill Bridge0%3%31accepted challengernewNew since September 2026: not ranked then, 0% now.

The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All ten head-to-head pages: the top five products, each against each

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Workiva32%
02DFIN ActiveDisclosure22%
03Certent Disclosure Management22%
04IRIS CARBON17%
05Certent3%
06Toppan Merrill Bridge0%

What they warned about

Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick and Kimi K2 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Workiva
23%
18 of 77 labels negative · 12 of 14 models · 1 hard negative
“**Avoid**: Workiva ($40K-$300K+/year) unless you have enterprise needs” MiniMax M2.5, budget prompt
EDGAR
67%
2 of 3 labels negative · 2 of 14 models · 1 hard negative
“SEC's EDGAR System - **AVOID**” GLM 4.7 FlashX, negative prompt
DFIN ActiveDisclosure
3%
2 of 64 labels negative · 2 of 14 models
“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
CCH Tagetik
50%
1 of 2 labels negative · 1 of 14 models · 1 hard negative
“Avoid "EPM-Attached" Disclosure Modules (Unless Already Fully Committed)” Gemini 3.5 Flash, negative prompt

What they cite

Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

82 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1019 links across 165 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.

61 answers · 124 citations · 12 models
56 answers · 103 citations · 12 models
37 answers · 55 citations · 11 models
34 answers · 51 citations · 11 models
28 answers · 42 citations · 11 models
vendor site · G228 answers · 37 citations · 12 models
27 answers · 70 citations · 11 models
vendor site · Worldmetrics25 answers · 43 citations · 11 models
22 answers · 22 citations · 9 models
17 answers · 22 citations · 10 models
vendor site · Basedash16 answers · 16 citations · 9 models
vendor site · insightsoftware16 answers · 16 citations · 10 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

Search against answers

Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best sec and disclosure reporting platform”, “sec and disclosure reporting platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 days
Workiva workiva.com32%59622,20052458,186$2364
Certent certent.com
Certent Disclosure Management 22%, Certent 3%
25%1301,60082,311 company
DFIN ActiveDisclosure dfinsolutions.com22%182900106,363$32240
IRIS CARBON iriscarbon.com17%1195016348
ActiveDisclosure2%3901
Arelle2%210111
Toppan Merrill toppanmerrill.com
Toppan Merrill Bridge 0%, Toppan Merrill 0%
0%931,9004119,2200
EDGARsuite edgarsuite.com0%1210011
ACII acii.com0%2
Broadridge broadridge.com
Broadridge 0%, Broadridge Transform 0%
0%7

Google's top ten for the two searches hold 15 sites; 1 of them are among the sites the models cited here (sec.gov). The first result for “best sec and disclosure reporting platform” is quickbase.com.

How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHide
ModelDirect“What is the best SEC and disclosure reporting platform for a mid-market B2B company?”Paraphrase“Which disclosure management software for SEC filings would you recommend to a mid-sized B2B company?”Comparative“What are the top SEC and disclosure reporting platforms and how do they differ?”Budget-constrained“What is the best SEC and disclosure reporting platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a SEC and disclosure reporting platform. What should we look at?”Negative“Which SEC and disclosure reporting platforms should I avoid or be cautious about?”
Claude Haiku 4.5Workiva
Three alternativesCertent, DFIN ActiveDisclosure, IRIS CARBON
DFIN ActiveDisclosureChanged
Two alternativesCertent Disclosure Management, Naehas Disclosure Management
Workiva
Four alternativesCertent, DFIN ActiveDisclosure, DataTracks, Toppan Merrill
Certent Disclosure Management, IRIS CARBON
One alternativeDFIN ActiveDisclosure
against: Arelle
Workiva
One alternativeActiveDisclosure
nothing named
GPT-5.4 miniWorkiva
Two alternativesDFIN ActiveDisclosure, IRIS CARBON
WorkivaHeld
Two alternativesCertent Disclosure Management, DFIN ActiveDisclosure
Workiva
Four alternativesDiligent, Oracle, SAP, Wolters Kluwer CCH Tagetik
no first choiceagainst: Workivano first choicenothing named
Gemini 3.5 FlashWorkiva
Four alternativesCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
DFIN ActiveDisclosureChanged
Three alternativesCertent Disclosure Management, Toppan Merrill Bridge, Workiva
Workiva
Four alternativesCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
DFIN ActiveDisclosure, IRIS CARBON
Two alternativesNovaworks, RDG Filings
against: Workiva
Workiva
Four alternativesCertent, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
against: CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, Oracle Narrative Reporting, SAP Disclosure Management, Toppan Merrill Bridge, Workiva
Perplexity SonarWorkiva
Two alternativesCertent Disclosure Management, DFIN ActiveDisclosure
WorkivaHeld
Two alternativesDFIN ActiveDisclosure, IRIS CARBON
Workiva
Five alternativesBroadridge, Certent, DFIN ActiveDisclosure, IRIS CARBON, insightsoftware
Arelle, IRIS CARBON
One alternativeCertent Disclosure Management
against: Workiva
no first choicenothing named
Grok 4.1 FastWorkiva
Three alternativesCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON
DFIN ActiveDisclosureChanged
Two alternativesCertent, Workiva
Workiva
Four alternativesCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
IRIS CARBON
Three alternativesACII, Certent Disclosure Management, SEC EDGAR Filing Services
against: Arelle software, Workiva
DFIN ActiveDisclosure, Workiva
Two alternativesCertent Disclosure Management, IRIS CARBON
nothing named
Mistral SmallIRIS CARBON, Workiva
Two alternativesBasedash, RERegnology ESEF
Certent Disclosure Management, WorkivaChanged
One alternativeActiveDisclosure
Workiva
Four alternativesCertent, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
ActiveDisclosure, Certent Disclosure Managementagainst: Workivano first choicenothing named
DeepSeek V4 FlashCertent Disclosure Management
Three alternativesDFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
against: Workiva
WorkivaChanged
Two alternativesCertent Disclosure Management, IRIS CARBON
Workiva
Four alternativesCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill
against: Donnelley Financial's Venue
Certent Disclosure Management, IRIS CARBON
Two alternativesDFIN ActiveDisclosure, EDGARsuite
against: Workiva
Workiva
Two alternativesCertent Disclosure Management, DFIN ActiveDisclosure
against: EdgarAgents
Llama 4 MaverickDFIN ActiveDisclosureagainst: Workivano first choiceChangedno first choiceDFIN ActiveDisclosure
Two alternativesRERegnology ESEF, Workiva
Workiva
Four alternativesCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
nothing named
Qwen 3.7 FlashWorkiva
Four alternativesCertent, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
WorkivaHeld
Two alternativesActiveDisclosure, Certent
Workiva
Four alternativesCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
Certent, IRIS CARBONagainst: WorkivaCertent, DFIN ActiveDisclosure
Two alternativesIRIS CARBON, Toppan Merrill
against: Workiva
nothing named
Kimi K2Certent Disclosure Management, DFIN ActiveDisclosureagainst: WorkivaCertent Disclosure ManagementChanged
Three alternativesDFIN ActiveDisclosure, IRIS CARBON, Workiva
against: FloQast
Workiva
Four alternativesCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
Certent Disclosure Management, IRIS CARBON
Three alternativesEDGARsuite, Federal Filings, FinPress
no first choice
Three alternativesCertent, DFIN ActiveDisclosure, IRIS CARBON
against: EDGAR System
GLM 4.7 FlashXCertent Disclosure Management, DFIN ActiveDisclosure
Four alternativesDataTracks DART, FilePoint, IDL Publisher, Workiva
Certent Disclosure Management, DFIN ActiveDisclosureHeld
Four alternativesBroadridge Transform, RDG Filings ThunderDome®, Toppan Merrill Bridge, Workiva
Workiva
Three alternativesCertent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill Bridge
Certent Disclosure Management, IRIS CARBON
Four alternativesACII, DFIN ActiveDisclosure, EDGARsuite, Edgar Services
against: Workiva
no first choice
Four alternativesActiveDisclosure, Certent Disclosure Management, IRIS CARBON, Toppan Merrill Bridge
against: Workiva
against: DFIN ActiveDisclosure, EDGAR, Workiva
MiniMax M2.5Workiva
Four alternativesActiveDisclosure, Certent, DFIN ActiveDisclosure, RDG Filings
WorkivaHeld
Two alternativesCertent Disclosure Management, DFIN ActiveDisclosure
Workiva
Five alternativesCCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
IRIS CARBON
Three alternativesBamSEC, Certent Disclosure Management, House Blend
against: Workiva
Workiva
Two alternativesDFIN ActiveDisclosure, Toppan Merrill Bridge
against: EDGAR
GPT-6 LunaDFIN ActiveDisclosure
Two alternativesToppan Merrill Bridge, Workiva
DFIN ActiveDisclosureHeld
Three alternativesCertent Disclosure Management, Toppan Merrill Bridge, Workiva
Workiva
Five alternativesBroadridge issuer reporting services, Certent Disclosure Management, DFIN ActiveDisclosure, Novaworks GoFiler, Toppan Merrill Bridge
DFIN ActiveDisclosure
Two alternativesDataTracks, Workiva
against: TakePublic
no first choicenothing named
Muse Glimmer 30BCertent Disclosure Management
Two alternativesDFIN ActiveDisclosure, Workiva
Certent Disclosure ManagementHeld
Two alternativesDFIN ActiveDisclosure, Workiva
Workiva
Five alternativesBroadridge Transform, Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
Certent Disclosure Management, IRIS CARBON
Three alternativesDFIN ActiveDisclosure, EDGARsuite, Toppan Merrill
against: Workiva
no first choice
Four alternativesCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge
against: Workiva
nothing named
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 22:30yes99 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:44yes35 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-04 22:57yes1728 s
Direct recommendationPerplexity Sonarsonar2026-10-04 23:24yes163 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 22:53yes198 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-04 22:45yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 22:12yes1743 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 22:24yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 23:46yes841 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-04 23:18yes1722 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 22:25yes2347 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 22:12yes1023 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-04 23:00yes413 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:45yes1217 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 22:20yes1510 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:15yes35 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-04 23:00yes1025 s
ParaphrasePerplexity Sonarsonar2026-10-04 23:03yes142 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 22:26yes1912 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-04 22:51yes53 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:11yes1936 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 22:40yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 22:49yes515 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-04 23:06yes1821 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 23:20yes21120 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:26yes1016 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-04 22:14yes418 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:59yes1416 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 22:20yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 23:21yes29 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-04 22:29yes1227 s
ComparativePerplexity Sonarsonar2026-10-04 22:29yes146 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 23:05yes148 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-04 22:59yes109 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 22:40yes2146 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 23:19yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 23:17yes1027 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-04 23:12yes1437 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 22:32yes21147 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:24yes1029 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-04 22:32yes724 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:32yes2336 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 22:48yes1510 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:47yes36 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-04 22:51yes1728 s
Budget constrainedPerplexity Sonarsonar2026-10-04 22:48yes183 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 23:06yes1910 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-04 22:47yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:00yes1732 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 22:16yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 22:17yes824 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-04 22:42yes1315 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 22:42yes1942 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 22:23yes721 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-04 23:06yes427 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:50yes1218 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 23:04yes189 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:20yes210 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-04 22:36yes1028 s
Scale constrainedPerplexity Sonarsonar2026-10-04 22:13yes105 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 23:18yes1810 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-04 22:20no010 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 22:55yes2262 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 22:23yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 22:16yes933 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-04 22:50yes1420 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 23:01yes22159 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:08yes916 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-04 23:03yes326 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:33yes1328 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 22:24yes188 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:54yes56 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-04 22:29yes1130 s
Negative framingPerplexity Sonarsonar2026-10-04 22:52yes163 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 22:52yes229 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-04 23:18yes106 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:13yes2433 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 22:17yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 22:48no034 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-04 22:59yes2522 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 22:22yes2227 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 22:47yes1823 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-04 23:02yes417 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 23:12yes2326 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

ShowHide
Category-scoped readings
DFIN read as DFIN ActiveDisclosure
DFIN (ActiveDisclosure) read as DFIN ActiveDisclosure
DFIN (Donnelley Financial Solutions) ActiveDisclosure read as DFIN ActiveDisclosure
DFIN (Financial and Risk Management Solutions) read as DFIN ActiveDisclosure
DFIN's ActiveDisclosure read as DFIN ActiveDisclosure
Unresolved, counted raw
ArcSuite
Arelle software
BamSEC
Broadridge issuer reporting services
Calcbench / XBRL US tools
DIBS Global
DataTracks DART
Donnelley Financial's Venue
EDGAR System (SEC's Official Platform)
Envestnet Dayforce
House Blend
Houseblend Bridge
Naehas Disclosure Management
Novaworks (GoFiler)
Ontra
SEC EDGAR Filing Services (edgar-services.com)
TakePublic
Toppan Merrill's Bridge
Veriforce (Cegid)
Discontinued, still offered
No shut-down product was recommended here.

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