SEC and disclosure reporting for enterprise buyers
Asked as “SEC and disclosure reporting platform”, and as “disclosure management software for SEC filings”, on behalf of an enterprise B2B company. 55 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
84%
Consensus
84Workiva09DFIN ActiveDisclosure02ActiveDisclosure05others
84% of first choices, consensus.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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.
For buyers
Head to head
All ten head-to-head pages: the top five products, each against each
One product takes 84% of first choices here, so the chart would put five markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Eleven of fourteen models held their first choice under the paraphrase. Llama 4 Maverick, GLM 4.7 FlashX and MiniMax M2.5 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.
Certent35%
6 of 17 labels negative · 6 of 14 models
“**User Experience (UX):** Older interface; can feel sluggish. Check-in/check-out processes can be cumbersome for quick edits.” Qwen 3.7 Flash, negative prompt
Workiva9%
7 of 79 labels negative · 5 of 14 models
“While generally the market leader, there was a notable incident in May 2026 where EDGAR filings were not received for about 2 hours... challenges with permission management as teams grow” MiniMax M2.5, negative prompt
Certent Disclosure Management11%
4 of 36 labels negative · 4 of 14 models
“lacks the "deepest" iXBRL automation and audit trail polish of leaders. Reviews highlight workflow rigidity for massive enterprises” Grok 4.1 Fast, negative prompt
DFIN ActiveDisclosure4%
3 of 67 labels negative · 3 of 14 models
“**Setup Complexity:** Initial configuration can be difficult. Some users report occasional bugs in the XBRL tagging engine.” Qwen 3.7 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
80 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. 1150 links across 206 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.
59 answers · 110 citations · 13 models
56 answers · 110 citations · 12 models
42 answers · 60 citations · 12 models
39 answers · 53 citations · 11 models
vendor site · Worldmetrics32 answers · 65 citations · 11 models
30 answers · 42 citations · 11 models
30 answers · 32 citations · 10 models
26 answers · 26 citations · 10 models
vendor site · Workiva22 answers · 26 citations · 12 models
vendor site · G220 answers · 29 citations · 10 models
vendor site · Prophix20 answers · 20 citations · 10 models
19 answers · 52 citations · 9 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.
57 answers · 13 models
54 answers · 11 models
35 answers · 11 models
33 answers · 11 models
30 answers · 10 models
28 answers · 9 models
26 answers · 10 models
21 answers · 7 models
18 answers · 6 models
17 answers · 9 models
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 products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| Workiva workiva.com | 84% | 596 | 22,200 | 524 | 58,186 | $23 | 64 |
| DFIN ActiveDisclosure dfinsolutions.com | 9% | 182 | 90 | 0 | 106,363 | $322 | 40 |
| Certent certent.com Certent Disclosure Management 2%, Certent 0% | 2% | 130 | 1,600 | 8 | 2,311 company | ||
| Toppan Merrill toppanmerrill.com Toppan Merrill Bridge 2%, Toppan Merrill 0% | 2% | 93 | 1,900 | 41 | 19,220 | 0 | |
| IRIS CARBON iriscarbon.com | 2% | 119 | 50 | 1 | 634 | 8 | |
| ActiveDisclosure | 2% | 390 | 1 | ||||
| CCH Tagetik wolterskluwer.com | 0% | 131 | 390 | 0 | 2,373,906 | $15,481 | 28 |
| Oracle parent site Oracle Hyperion Disclosure Management 0%, Oracle Hyperion Financial Management 0% | 0% | 8 | 450,000 | 66,611 | |||
| insightsoftware insightsoftware.com | 0% | 13 | |||||
| Accelon | 0% |
Google's top ten for the two searches hold 15 sites; 2 of them are among the sites the models cited here (prophix.com, 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
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.
ShowHideModelDirect“What is the best SEC and disclosure reporting platform for an enterprise B2B company?”Paraphrase“Which disclosure management software for SEC filings would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade SEC and disclosure reporting platforms and how do they differ?”Budget-constrained“What is the best SEC and disclosure reporting platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a SEC and disclosure reporting platform. What should we look at?”Negative“Which SEC and disclosure reporting platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5WorkivaWorkivaHeldWorkivaWorkivano first choiceagainst: EDGAR Next
Four alternatives
DFIN ActiveDisclosure, IRIS CARBON, SAP Disclosure Management, Toppan MerrillFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
Certent Disclosure Management, IRIS CARBONGPT-5.4 miniWorkivaWorkivaHeldWorkivaWorkivano first choicenothing named
Two alternatives
DFIN ActiveDisclosure, Nasdaq LensFive alternatives
ActiveDisclosure, CCH Tagetik, Donnelley Financial Solutions, Oracle Hyperion Disclosure Management, Wolters KluwerThree alternatives
DFIN ActiveDisclosure, IDL Publisher, insightsoftware Certent Disclosure ManagementOne alternative
Nasdaq BoardvantageGemini 3.5 FlashWorkivaWorkivaHeldWorkivaWorkivaagainst: Toppan Merrill BridgeWorkivaagainst: DFIN ActiveDisclosure, Oracle Narrative Reporting, SAP Disclosure Management, Toppan Merrill Bridge
Four alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgeFive alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Oracle Narrative Reporting, SAP Disclosure Management, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, IRIS CARBONTwo alternatives
DFIN ActiveDisclosure, Toppan MerrillPerplexity SonarWorkivaWorkivaHeldWorkivaagainst: MetricStreamWorkivaagainst: Certent Disclosure Managementno first choicenothing named
One alternative
DFIN ActiveDisclosureTwo alternatives
DFIN ActiveDisclosure, Toppan MerrillTwo alternatives
Certent, DFIN ActiveDisclosureOne alternative
DFIN ActiveDisclosureGrok 4.1 FastWorkivaWorkivaHeldWorkivaWorkivaagainst: Certent, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeWorkivaagainst: Toppan Merrill Bridgeagainst: Arelle, Certent Disclosure Management, Global Filings, Workiva
Three alternatives
Certent, DFIN ActiveDisclosure, Toppan Merrill BridgeFour alternatives
Certent, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
Certent Disclosure Management, DFIN ActiveDisclosureMistral SmallWorkivaWorkivaHeldWorkivaWorkivaagainst: Certent Disclosure Management, IRIS CARBONWorkivanothing named
Four alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Oracle Hyperion Financial Management, S&P GlobalDeepSeek V4 FlashWorkivaWorkivaHeldWorkivaDFIN ActiveDisclosureagainst: Toppan Merrill Bridge, WorkivaWorkivaagainst: Certentagainst: Bowne/Toppan legacy systems, Google Docs, Microsoft Word, RR Donnelley, SharePoint, Workiva
Two alternatives
Certent Disclosure Management, DFIN ActiveDisclosureTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgeOne alternative
IRIS CARBONTwo alternatives
DFIN ActiveDisclosure, Toppan MerrillLlama 4 MaverickWorkivaActiveDisclosure, WorkivaChangedWorkivaWorkivano first choicenothing named
Two alternatives
ActiveDisclosure, RERegnology ESEFOne alternative
ActiveDisclosureOne alternative
ActiveDisclosureQwen 3.7 FlashWorkivaWorkivaHeldWorkivaWorkivano first choiceagainst: Certent, CoreFiling Seahorse, DFIN ActiveDisclosure, Workiva
Two alternatives
Certent Disclosure Management, DFIN ActiveDisclosureTwo alternatives
Accelon, insightsoftwareThree alternatives
ActiveDisclosure, Certent Disclosure Management, Toppan Merrill BridgeOne alternative
DFIN ActiveDisclosureKimi K2WorkivaWorkivaHeldWorkivaagainst: FloQastDFIN ActiveDisclosureagainst: WorkivaWorkivaagainst: Arelle, Certent, MetricStream, NAVEX One, Workiva
Two alternatives
Certent Disclosure Management, DFIN ActiveDisclosureTwo alternatives
Certent Disclosure Management, DFIN ActiveDisclosureThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBONOne alternative
Certent Disclosure ManagementThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgeGLM 4.7 FlashXWorkivaCertent Disclosure Management, DFIN ActiveDisclosureChangedWorkivaWorkivaagainst: CertentWorkivanothing named
Three alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Diligent SEC FilingsOne alternative
WorkivaSix alternatives
Broadridge Annual Compliance, CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, Oracle Hyperion Disclosure Management, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, IRIS CARBONTwo alternatives
Certent, DFIN ActiveDisclosureMiniMax M2.5WorkivaDFIN ActiveDisclosure, WorkivaChangedWorkivaWorkivaagainst: RDG ThunderDomeno first choiceagainst: Broadridge, Workiva
Three alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgeOne alternative
Certent Disclosure ManagementFive alternatives
CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, RDG FilingsGPT-6 LunaWorkivaWorkivaHeldWorkivaWorkivaDFIN ActiveDisclosure, Toppan Merrill Bridge, Workivaagainst: Certent
Two alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeFour alternatives
Broadridge Transform, Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeMuse Glimmer 30BWorkivaWorkivaHeldWorkivaIRIS CARBONagainst: Toppan MerrillWorkivaagainst: CCH Tagetik, Certent Disclosure Management, IRIS CARBON, Lucanet, OneStream, Oracle Narrative Reporting, SAP Disclosure Management
Two alternatives
Certent, DFIN ActiveDisclosureTwo alternatives
Certent, DFIN ActiveDisclosureFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, WorkivaTwo alternatives
Certent Disclosure Management, DFIN ActiveDisclosureBold 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.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:40 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:17 | yes | 3 | 3 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:22 | yes | 15 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:15 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:05 | yes | 20 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:27 | yes | 5 | 2 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:47 | yes | 24 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:51 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:14 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:17 | yes | 14 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:39 | yes | 25 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:28 | yes | 13 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:22 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:58 | yes | 18 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:39 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:24 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:19 | yes | 9 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:23 | yes | 15 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:16 | yes | 21 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:09 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:56 | yes | 23 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:36 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:14 | yes | 5 | 19 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:58 | yes | 20 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:21 | yes | 21 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:22 | yes | 9 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:02 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 12 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:16 | yes | 13 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:05 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:54 | yes | 16 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:23 | yes | 12 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:44 | yes | 16 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:16 | yes | 19 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:01 | yes | 20 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:03 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:26 | yes | 10 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:17 | yes | 21 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:57 | yes | 19 | 98 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:10 | yes | 22 | 43 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:21 | yes | 6 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:15 | yes | 19 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:10 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:38 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:23 | yes | 17 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:51 | yes | 17 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:25 | yes | 18 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:17 | yes | 14 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:03 | yes | 18 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:11 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:22 | yes | 12 | 44 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:26 | yes | 21 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:31 | yes | 22 | 56 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:51 | yes | 19 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:20 | yes | 3 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:37 | yes | 22 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:32 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:09 | yes | 4 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:40 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:23 | yes | 17 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:16 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:51 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:51 | yes | 24 | 79 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:42 | yes | 13 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:26 | yes | 22 | 51 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:29 | yes | 19 | 69 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:14 | no | 0 | 47 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:37 | yes | 8 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:36 | yes | 24 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:59 | yes | 28 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:03 | yes | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:03 | yes | 16 | 34 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:39 | yes | 16 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:54 | yes | 19 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:13 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:19 | yes | 22 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:24 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:18 | yes | 23 | 95 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:03 | yes | 22 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:07 | yes | 21 | 101 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:56 | yes | 22 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:25 | yes | 5 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:15 | yes | 17 | 33 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
Unresolved, counted raw
Accelon
BlackLine Disclosure Management
Bowne/Toppan legacy systems
Broadridge Annual Compliance
Diligent SEC Filings
EDGAR Next
Gaapio
Global Filings
Google Docs
Microsoft Word
Nasdaq Lens
Oracle Financial Reporting
RDG ThunderDome
RIVET
Thomson Reuters SEC financial reporting solutions
insightsoftware Certent Disclosure Management
Discontinued, still offered
No shut-down product was recommended here.