SEC and disclosure reporting for small business buyers
Asked as “SEC and disclosure reporting platform”, and as “disclosure management software for SEC filings”, on behalf of a small B2B company. 68 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
28%
Contested · IRIS CARBON 28%
28Certent Disclosure Management28IRIS CARBON13DFIN ActiveDisclosure31others
28% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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
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
07A08
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01IRIS CARBON28%
IRIS CARBON28%02Certent Disclosure Management28%
Certent Disclosure Management28%03DFIN ActiveDisclosure13%
DFIN ActiveDisclosure13%04Workiva9%
Workiva9%05Certent4%
Certent4%06FilePoint1%
FilePoint1%07Toppan Merrill Bridge1%
Toppan Merrill Bridge1%08Arelle1%
What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and Muse Glimmer 30B 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.
Workiva64%
46 of 72 labels negative · 13 of 14 models · 16 hard negative
“Platforms/Types to **Avoid** (Generally Too Enterprise-Focused for SMBs): - **Workiva**... "not ideal for small/mid-sized companies without enterprise budgets"” Grok 4.1 Fast, negative prompt
DFIN ActiveDisclosure22%
12 of 54 labels negative · 7 of 14 models · 4 hard negative
“Credible but still priced above budget-conscious tiers for small filers.” DeepSeek V4 Flash, budget prompt
Toppan Merrill Bridge30%
7 of 23 labels negative · 5 of 14 models · 4 hard negative
“opaque pricing with enterprise-style quotes and bundled filing services that make benchmarking difficult” DeepSeek V4 Flash, direct prompt
Arelle
40%
4 of 10 labels negative · 4 of 14 models · 1 hard negative
“Open-Source / DIY Tools (Avoid Zone) ... It is essentially a command-line tool.” GLM 4.7 FlashX, 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. 989 links across 130 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.
63 answers · 125 citations · 12 models
50 answers · 91 citations · 12 models
37 answers · 64 citations · 11 models
32 answers · 43 citations · 11 models
vendor site · G229 answers · 35 citations · 12 models
27 answers · 80 citations · 10 models
27 answers · 32 citations · 10 models
25 answers · 31 citations · 11 models
25 answers · 25 citations · 10 models
vendor site · Sourceforge19 answers · 19 citations · 12 models
vendor site · Worldmetrics18 answers · 29 citations · 8 models
vendor site · insightsoftware18 answers · 18 citations · 11 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.
63 answers · 12 models
48 answers · 12 models
46 answers · 11 models
28 answers · 10 models
27 answers · 11 models
25 answers · 10 models
22 answers · 10 models
20 answers · 9 models
20 answers · 9 models
20 answers · 11 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 |
|---|---|---|---|---|---|---|---|
| Certent certent.com Certent Disclosure Management 28%, Certent 4% | 32% | 130 | 1,600 | 8 | 2,311 company | ||
| IRIS CARBON iriscarbon.com | 28% | 119 | 50 | 1 | 634 | 8 | |
| DFIN ActiveDisclosure dfinsolutions.com | 13% | 182 | 90 | 0 | 106,363 | $322 | 40 |
| Workiva workiva.com | 9% | 596 | 22,200 | 524 | 58,186 | $23 | 64 |
| ActiveDisclosure | 3% | 390 | 1 | ||||
| EDGARsuite edgarsuite.com EDGARsuite 1%, edgar-services.com 1% | 3% | 12 | 10 | 0 | 11 | ||
| FilePoint filepoint.com | 1% | 13 | 110 | 0 | 300 | 8 | |
| EdgarEase | 1% | ||||||
| Toppan Merrill Bridge toppanmerrill.com | 1% | 93 | 50 | 2 | 19,220 | 0 | |
| GoFiler | 1% |
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
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 a small B2B company?”Paraphrase“Which disclosure management software for SEC filings would you recommend to a small business that sells to other businesses?”Comparative“What are the top SEC and disclosure reporting platforms for a small team and how do they differ?”Budget-constrained“What is the best SEC and disclosure reporting platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a SEC and disclosure reporting platform. What should we look at?”Negative“Which SEC and disclosure reporting platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Certent Disclosure Management, IRIS CARBONagainst: WorkivaWorkivaChangedCertent Disclosure Management, IRIS CARBONCertent Disclosure Managementagainst: Workivano first choiceagainst: Arelle, Certent Disclosure Management, Oracle Hyperion Disclosure Management, Workiva
Two alternatives
DataTracks Rainbow, EDGARsuiteOne alternative
ActiveDisclosureTwo alternatives
DFIN ActiveDisclosure, WorkivaOne alternative
DFIN ActiveDisclosureGPT-5.4 miniWorkivaWorkivaHeldWorkivano first choiceagainst: Workivano first choicenothing named
Two alternatives
DFIN ActiveDisclosure, EDGAROne alternative
Certent Disclosure ManagementThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, DFIN EDGAR Online / filing agent toolsGemini 3.5 FlashDFIN ActiveDisclosureagainst: WorkivaDFIN ActiveDisclosureHeldagainst: WorkivaDFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridgeagainst: WorkivaIRIS CARBONagainst: WorkivaDFIN ActiveDisclosureagainst: Workivaagainst: CCH Tagetik, GoFiler, Oracle EPRCS, SAP Disclosure Management, Workiva
Three alternatives
Certent Disclosure Management, IRIS CARBON, M2 ComplianceTwo alternatives
IRIS CARBON, Toppan Merrill BridgeOne alternative
Novaworks GoFilerFive alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, EDGARsuite, GoFiler, M2 ComplianceThree alternatives
Certent Disclosure Management, IRIS CARBON, Toppan MerrillPerplexity SonarIRIS CARBONagainst: ArelleWorkivaChangedWorkivaArelle, IRIS CARBONagainst: Workivano first choiceagainst: Certent, DFIN ActiveDisclosure, Workiva
Two alternatives
Certent Disclosure Management, WorkivaThree alternatives
ActiveDisclosure, Arelle, FilePointFive alternatives
Arelle, Certent, DFIN ActiveDisclosure, IRIS CARBON, insightsoftwareOne alternative
Certent Disclosure ManagementGrok 4.1 FastCertent Disclosure Management, IRIS CARBONagainst: DFIN ActiveDisclosure, WorkivaCertent Disclosure ManagementChangedagainst: WorkivaDFIN ActiveDisclosure, FilePointagainst: SEC's EDGAR Gateway, WorkivaEDGARsuiteagainst: Certent, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill, WorkivaCertent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBONagainst: Toppan Merrill, Workivaagainst: Arelle, DFIN ActiveDisclosure, EdgarAgents, Oracle Narrative Reporting, SAP Disclosure Management, Toppan Merrill Bridge, Workiva
Three alternatives
EdgarEase, FilePoint, Toppan MerrillThree alternatives
DFIN ActiveDisclosure, FilePoint, IRIS CARBONTwo alternatives
CoreFiling Seahorse, IRIS CARBONThree alternatives
Federal Filings, SECFilers.net, edgar-services.comMistral SmallWorkivaCertent Disclosure Management, DFIN ActiveDisclosureChangedagainst: WorkivaCertent, WorkivaActiveDisclosure, CFO Shortlistno first choiceagainst: DFIN ActiveDisclosure, Toppan Merrill Bridge, Workiva
One alternative
RERegnology ESEFOne alternative
DFIN ActiveDisclosureTwo alternatives
Cube, DatarailsDeepSeek V4 FlashCertent Disclosure Management, IRIS CARBONagainst: Toppan Merrill Bridge, WorkivaCertent Disclosure Management, IRIS CARBONHeldagainst: DFIN ActiveDisclosure, RR Donnelley, Toppan Merrill, WorkivaIRIS CARBONagainst: Certent Disclosure Management, WorkivaCertent Disclosure Managementagainst: DFIN ActiveDisclosure, Toppan Merrill Bridge, WorkivaCertent Disclosure Managementagainst: Workivaagainst: DFIN ActiveDisclosure, Federal Filings LLC, Toppan Merrill Bridge, Workiva
One alternative
DFIN ActiveDisclosureOne alternative
FilePointThree alternatives
DFIN ActiveDisclosure, GoFiler, Toppan Merrill BridgeThree alternatives
DataTracks, EDGARsuite, InstantEDGAR™One alternative
IRIS CARBONLlama 4 MaverickCertent Disclosure Management, IRIS CARBONFilePointChangedWorkivaActiveDisclosureWorkivanothing named
Two alternatives
ActiveDisclosure, WorkivaTwo alternatives
Arelle, BridgeThree alternatives
CoreFiling Seahorse, DFIN ActiveDisclosure, RERegnology ESEFThree alternatives
Cube, Datarails, FathomFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeQwen 3.7 FlashCertent Disclosure Management, IRIS CARBONagainst: WorkivaCertentChangedagainst: WorkivaCertent Disclosure Managementagainst: WorkivaCertent Disclosure Management, IRIS CARBONagainst: Workivano first choiceagainst: Diligent, Nasdaq IR Insight
Two alternatives
Gleacher, Toppan MerrillTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeTwo alternatives
Donnelley Financial Solutions (DFIN) ActiveDisclosure, IRIS CARBONKimi K2Certent Disclosure Managementagainst: WorkivaIRIS CARBONChangedagainst: WorkivaCertent Disclosure Management, IRIS CARBONagainst: WorkivaIRIS CARBON, SECFilers.netagainst: DFIN ActiveDisclosure, Toppan Merrill Bridge, WorkivaCertent, IRIS CARBONagainst: SAP Disclosure Management, Workiva
Three alternatives
DFIN ActiveDisclosure, FilePoint, IRIS CARBONTwo alternatives
ActiveDisclosure, Certent Disclosure ManagementTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeFour alternatives
Certent Disclosure Management, EDGARsuite, EdgarEase, FilePointTwo alternatives
Toppan Merrill Bridge, WorkivaGLM 4.7 FlashXDFIN ActiveDisclosureagainst: WorkivaEdgarEaseChangedCertent Disclosure Management, DFIN ActiveDisclosureagainst: MetricStream, NAVEX One, Onspring, WorkivaEDGARsuite™ Softwareagainst: Certent, DFIN ActiveDisclosure, Workivano first choiceagainst: Arelle, Certent Disclosure Management, DFIN ActiveDisclosure, NetSuite, Oracle, SAP, Workiva
Two alternatives
Certent Disclosure Management, IRIS CARBONThree alternatives
Certent Disclosure Management, EDGARsuite, Novaworks GoFilerTwo alternatives
FilePoint, IRIS CARBONTwo alternatives
Edgar Services, Federal Filings LLCMiniMax M2.5Certent Disclosure Management, IRIS CARBONCertent Disclosure Management, IRIS CARBONHeldCertent Disclosure ManagementGoFileragainst: Workivano first choicenothing named
One alternative
DFIN ActiveDisclosureFour alternatives
DFIN ActiveDisclosure, EdgarEase, IRIS CARBON, WorkivaThree alternatives
Certent Disclosure Management, EDGARsuite, IRIS CARBONGPT-6 LunaDFIN ActiveDisclosureDFIN ActiveDisclosureHeldagainst: WorkivaCertent Disclosure Management, DFIN ActiveDisclosureDFIN ActiveDisclosure, Toppan Merrill Bridge, edgar-services.comagainst: Workivano first choicenothing named
Three alternatives
SEC EDGAR directly, Toppan Merrill Bridge, WorkivaOne alternative
Toppan Merrill BridgeTwo alternatives
Toppan Merrill Bridge, WorkivaMuse Glimmer 30BCertent Disclosure Managementagainst: WorkivaCertent, IRIS CARBONChangedagainst: WorkivaWorkivaCertent Disclosure Management, IRIS CARBONagainst: WorkivaCertent Disclosure Management, IRIS CARBONagainst: DFIN ActiveDisclosure, Toppan Merrill Bridge, Workiva
Three alternatives
DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeOne alternative
FilePointThree alternatives
Certent, DFIN ActiveDisclosure, IRIS CARBONFive alternatives
DFIN ActiveDisclosure, DataTracks Rainbow, Donnelley Financial Solutions ActiveDisclosure, EDGARsuite, Toppan MerrillThree alternatives
DFIN ActiveDisclosure, EdgarEase, WorkivaBold 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 22:38 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:46 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:30 | yes | 13 | 33 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:01 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:21 | yes | 19 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:48 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:07 | yes | 19 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:52 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:43 | yes | 7 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:24 | yes | 13 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:52 | yes | 13 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:32 | yes | 9 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:12 | yes | 2 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:25 | yes | 11 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:27 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:44 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:33 | yes | 10 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:30 | yes | 13 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:34 | yes | 16 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:21 | yes | 8 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:15 | yes | 19 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:15 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:31 | yes | 9 | 59 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:29 | yes | 16 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:29 | yes | 21 | 17 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:47 | yes | 5 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:13 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:44 | yes | 18 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:48 | yes | 26 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:42 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:45 | yes | 18 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:14 | yes | 14 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:27 | yes | 18 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:39 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:19 | yes | 22 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:48 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:15 | yes | 12 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:43 | yes | 20 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:26 | yes | 22 | 192 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:33 | yes | 14 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:27 | yes | 4 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:04 | yes | 11 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:50 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:12 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:41 | yes | 15 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:45 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:54 | yes | 22 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:57 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:47 | yes | 20 | 40 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:18 | yes | 6 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:42 | yes | 20 | 52 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:21 | yes | 22 | 20 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:25 | yes | 12 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:20 | yes | 2 | 24 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:03 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:34 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:46 | yes | 4 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:24 | yes | 8 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:47 | yes | 16 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:22 | yes | 16 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:07 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:59 | yes | 16 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:40 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:40 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:23 | yes | 16 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:01 | yes | 15 | 86 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:24 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:16 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:12 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:44 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:18 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:56 | yes | 12 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:23 | yes | 16 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:40 | yes | 20 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:14 | yes | 10 | 26 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:36 | yes | 21 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:47 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:51 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:04 | yes | 20 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:13 | yes | 21 | 50 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:17 | yes | 23 | 47 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:24 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:12 | yes | 19 | 30 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
Unresolved, counted raw
CFO Shortlist
Coresho
DFIN EDGAR Online / filing agent tools
Donnelley Financial Solutions (DFIN) ActiveDisclosure
Donnelley Financial Solutions ActiveDisclosure
EDGAR Solutions
EDGARsuite™ Software
Edgar Agents
Gleacher
Ideagen Disclose
InstantEDGAR™
NASAA
Oracle EPRCS
SEC EDGAR
SEC EDGAR directly
SEC's EDGAR Gateway
eFormula
iSight
sec-filing.com
Discontinued, still offered
No shut-down product was recommended here.