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. 62 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
27%
Contested · Workiva 27%
27Certent Disclosure Management27Workiva26DFIN ActiveDisclosure19others
27% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Certent Disclosure Management (27%) replaces Workiva (32% then, 27% now), 0 points clear, inside the 10-point floor.Certent Disclosure Management leads at 27%, replacing Workiva, which led at 32% and stands at 27% now: 0 points clear, inside the floor, so the swap reads as unsettled.
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.
Small business
Certent Disclosure Management36%Contested▲+4Since October 2026: 32% → 36%, +4 points. Inside the 10-point floor: within noise.Standing →Mid-marketCertent Disclosure Management27%Contested↗new leaderNew leader since October 2026: Certent Disclosure Management (27%) replaces Workiva (32% then, 27% now), 0 points clear, inside the 10-point floor.This pageEnterprise
Workiva85%Consensus▲+1Since October 2026: 84% → 85%, +1 point. Inside the 10-point floor: within noise.Standing →
Certent Disclosure Management36%Contested▲+4Since October 2026: 32% → 36%, +4 points. Inside the 10-point floor: within noise.Standing →Mid-marketCertent Disclosure Management27%Contested↗new leaderNew leader since October 2026: Certent Disclosure Management (27%) replaces Workiva (32% then, 27% now), 0 points clear, inside the 10-point floor.This pageEnterpriseWorkiva85%Consensus▲+1Since October 2026: 84% → 85%, +1 point. Inside the 10-point floor: within noise.Standing →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 October 2026
01Certent Disclosure Management27%2%58accepted challenger▲+2Since October 2026: 25% → 27%, +2 points. Inside the 10-point floor: within noise.25% → 27%
Certent Disclosure Management27%2%58accepted challenger▲+2Since October 2026: 25% → 27%, +2 points. Inside the 10-point floor: within noise.25% → 27%02Workiva27%26%68criticized challenger▼−5Since October 2026: 32% → 27%, −5 points. Inside the 10-point floor: within noise.32% → 27%
Workiva27%26%68criticized challenger▼−5Since October 2026: 32% → 27%, −5 points. Inside the 10-point floor: within noise.32% → 27%03
DFIN ActiveDisclosure26%5%66accepted challenger▲+4Since October 2026: 22% → 26%, +4 points. Inside the 10-point floor: within noise.22% → 26%
DFIN ActiveDisclosure26%5%66accepted challenger▲+4Since October 2026: 22% → 26%, +4 points. Inside the 10-point floor: within noise.22% → 26%04
IRIS CARBON16%2%42accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 10-point floor: within noise.17% → 16%
IRIS CARBON16%2%42accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 10-point floor: within noise.17% → 16%Show the two products at 0%, ordered by negative rate
06
CCH Tagetik0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
CCH Tagetik0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%05
Toppan Merrill Bridge0%7%43accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Toppan Merrill Bridge0%7%43accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Head to head
All six head-to-head pages: the top four 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 →
010203040506Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Certent Disclosure Management27%
Certent Disclosure Management27%02Workiva27%
Workiva27%03DFIN ActiveDisclosure26%
DFIN ActiveDisclosure26%04IRIS CARBON16%
IRIS CARBON16%05Toppan Merrill Bridge0%
Toppan Merrill Bridge0%06CCH Tagetik0%
CCH Tagetik0%What they warned about
Nine of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, DeepSeek V4 Flash, Llama 4 Maverick, MiniMax M2.5 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.
Workiva26%
18 of 68 labels negative · 13 of 14 models · 2 hard negative
“What to Avoid with Limited Budgets: ... Workiva | $40,000 - $300,000+ | Premium pricing accumulates” Kimi K2, budget prompt
Toppan Merrill Bridge7%
3 of 43 labels negative · 3 of 14 models · 2 hard negative
“What to Avoid with Limited Budgets ... Toppan Merrill Bridge | Higher-end | Priced for companies wanting dedicated consultant support” Kimi K2, budget prompt
DFIN ActiveDisclosure5%
3 of 66 labels negative · 3 of 14 models · 1 hard negative
“Avoid for Tight Budgets: ... DFIN ActiveDisclosure (capable with expert services but higher-end)” Grok 4.20, budget prompt
CMTrading
100%
1 of 1 labels negative · 1 of 14 models · 1 hard negative
“Examples include platforms like CMTrading and various unnamed crypto trading sites that have been targeted in recent crackdowns.” Mistral Small, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
79 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. 917 links across 162 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
60 answers · 136 citations · 13 models
44 answers · 77 citations · 13 models
38 answers · 50 citations · 13 models
33 answers · 115 citations · 13 models
vendor site · G221 answers · 31 citations · 10 models
vendor site · Workiva20 answers · 22 citations · 9 models
vendor site · Toppan Merrill17 answers · 26 citations · 9 models
vendor site · IRIS CARBON16 answers · 30 citations · 9 models
vendor site · insightsoftware16 answers · 18 citations · 12 models
vendor site · Prophix16 answers · 16 citations · 10 models
14 answers · 16 citations · 7 models
13 answers · 14 citations · 8 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.
54 answers · 13 models
46 answers · 12 models
32 answers · 12 models
24 answers · 9 models
19 answers · 8 models
18 answers · 10 models
16 answers · 7 models
15 answers · 10 models
14 answers · 11 models
10 answers · 6 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Certent certent.com Certent Disclosure Management 27% | 27% | 164 | 1,600 | 8 | 2,311 company | |||
| Workiva workiva.com | 27% | 490 | 22,200 | 524 | 58,186 | $23 | 64 | |
| DFIN ActiveDisclosure dfinsolutions.com | 26% | 186 | 90 | 0 | 106,363 | $322 | 40 | |
| IRIS CARBON iriscarbon.com | 16% | 126 | 50 | 1 | 634 | 8 | ||
| ActiveDisclosure | 2% | 390 | 1 | |||||
| DataTracks datatracks.com DataTracks Rainbow 2%, DataTracks 0% | 2% | 8 | 4 | |||||
| Toppan Merrill Bridge toppanmerrill.com | 0% | 118 | 50 | 2 | 19,220 | 0 | ||
| CCH Tagetik wolterskluwer.com | 0% | 213 | 390 | 0 | 2,373,906 | $15,481 | 28 | |
| OneStream onestream.com | 0% | 553 | 12,100 | 703 | 32,233 | $36 | 120 | |
| EDGARsuite edgarsuite.com | 0% | 10 | 10 | 0 | 11 |
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 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 4.5Certent Disclosure Managementagainst: WorkivaCertent Disclosure Management, IRIS CARBONChangedWorkivaCertent Disclosure Managementno first choiceagainst: EDGAR
Two alternatives
DFIN ActiveDisclosure, IRIS CARBONTwo alternatives
DFIN ActiveDisclosure, WorkivaFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeFive alternatives
ActiveDisclosure, Arelle, GoXBRL, Guy's Software, IRIS CARBONGPT-5.4 miniWorkivaWorkivaHeldWorkivaDFIN ActiveDisclosureno first choicenothing named
Two alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeOne alternative
DFIN ActiveDisclosureFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeOne alternative
WorkivaGemini 3.5 FlashDFIN ActiveDisclosureDFIN ActiveDisclosureHeldWorkivaIRIS CARBONagainst: DFIN ActiveDisclosure, WorkivaWorkivanothing named
Three alternatives
Certent Disclosure Management, Toppan Merrill Bridge, WorkivaThree alternatives
Certent Disclosure Management, Toppan Merrill Bridge, WorkivaSeven alternatives
CCH Tagetik, DFIN ActiveDisclosure, IRIS CARBON, OneStream, Oracle, Toppan Merrill Bridge, insightsoftware Certent Disclosure ManagementFour alternatives
Certent Disclosure Management, DataTracks, GoFiler, Issuer DirectThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgePerplexity SonarDFIN ActiveDisclosureagainst: Prophix OneDFIN ActiveDisclosureHeldagainst: CCH TagetikWorkivaagainst: ArelleCertent Disclosure Managementagainst: Arelle, IRIS CARBON, Workivano first choicenothing named
Two alternatives
Certent Disclosure Management, WorkivaThree alternatives
Certent Disclosure Management, IRIS CARBON, WorkivaFive alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, RDG Filings ThunderDome®, Toppan Merrill BridgeOne alternative
DFIN ActiveDisclosureGrok 4.20Certent Disclosure ManagementCertent Disclosure ManagementHeldagainst: WorkivaWorkivaCertent Disclosure Managementagainst: DFIN ActiveDisclosure, Toppan Merrill Bridge, WorkivaDFIN ActiveDisclosure, Workivaagainst: Disclosure Quest, EDGAR Online, FreeEDGAR, Hudson Labs, SEC Info
Three alternatives
DFIN ActiveDisclosure, IRIS CARBON, WorkivaTwo alternatives
CCH Tagetik, DFIN ActiveDisclosureFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
DataTracks Rainbow, IRIS CARBONTwo alternatives
Certent Disclosure Management, IRIS CARBONMistral SmallWorkivaWorkivaHeldWorkivaCertent Disclosure Management, IRIS CARBONagainst: WorkivaWorkivaagainst: CMTrading
Three alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBONTwo alternatives
Certent Disclosure Management, DFIN ActiveDisclosureFive alternatives
CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, Finrep, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeTwo alternatives
Certent Disclosure Management, DFIN ActiveDisclosureDeepSeek V4 FlashCertent Disclosure Management, WorkivaDFIN ActiveDisclosureChangedagainst: WorkivaWorkivaIRIS CARBONagainst: Budget Filing Services / EDGAR Agents, WorkivaWorkivaagainst: DFIN ActiveDisclosure, GoFiler, Workiva, sec-edgar-filing.com
Two alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeTwo alternatives
Certent Disclosure Management, IRIS CARBONFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
Certent Disclosure Management, DFIN ActiveDisclosureThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBONLlama 4 MaverickDFIN ActiveDisclosure, WorkivaActiveDisclosureChangedWorkivaCertent Disclosure Management, IRIS CARBONagainst: Workivano first choicenothing named
Two alternatives
Bridge, Disclosure Management Suite by IntelligizeFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, insightsoftware Certent Disclosure ManagementQwen 3.7 FlashCertent Disclosure ManagementCertent Disclosure ManagementHeldWorkivaCertent Disclosure Managementagainst: WorkivaWorkivaagainst: Oracle Financial Consolidation, SAP Disclosure Managementnothing named
Two alternatives
Toppan Merrill Bridge, WorkivaTwo alternatives
DFIN ActiveDisclosure, WorkivaThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBONTwo alternatives
DFIN ActiveDisclosure, IRIS CARBONThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgeKimi K2DFIN ActiveDisclosureagainst: WorkivaDFIN ActiveDisclosureHeldWorkivaIRIS CARBONagainst: Toppan Merrill Bridge, WorkivaWorkivaagainst: EdgarAgents LLC
One alternative
Certent Disclosure ManagementThree alternatives
Certent Disclosure Management, Toppan Merrill Bridge, WorkivaFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, GoFilerFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeGLM 4.7 FlashXDFIN ActiveDisclosureDFIN ActiveDisclosureHeldWorkivaCertent Disclosure Management, IRIS CARBONagainst: WorkivaWorkivaagainst: Blackbaud, SEC EDGAR System, SimFin
Two alternatives
Certent Disclosure Management, WorkivaThree alternatives
Certent Disclosure Management, Toppan Merrill Bridge, WorkivaFive alternatives
Certent Disclosure Management, CoreFiling TrueFiling, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeFour alternatives
Broadridge Year-Round Compliance, DFIN ActiveDisclosure, DataTracks, EDGARsuiteThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBONMiniMax M2.5Workivaagainst: Certent Disclosure ManagementDFIN ActiveDisclosureChangedWorkivaCertent Disclosure Management, IRIS CARBONagainst: WorkivaWorkivaagainst: Toppan Merrill Bridgenothing named
Two alternatives
DFIN ActiveDisclosure, EdgarAgentsTwo alternatives
Certent Disclosure Management, WorkivaFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeOne alternative
SEC EDGARThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBONGPT-6 LunaDFIN ActiveDisclosureDFIN ActiveDisclosureHeldWorkivaDataTracks Rainbowagainst: Workivano first choicenothing named
One alternative
WorkivaTwo alternatives
Toppan Merrill Bridge, WorkivaFour alternatives
Broadridge Transform, Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgeOne alternative
DFIN ActiveDisclosureMuse Glimmer 30BCertent Disclosure Management, IRIS CARBONagainst: WorkivaDFIN ActiveDisclosure, WorkivaChangedWorkivaCertent Disclosure Management, IRIS CARBONagainst: WorkivaWorkivaagainst: SECFilingData.com
One alternative
DFIN ActiveDisclosureOne alternative
Certent Disclosure ManagementFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeThree alternatives
DFIN ActiveDisclosure, EDGARsuite, edgar-services.comFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeBold 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.
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 | 2026-11-01 09:06 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:04 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:48 | yes | 7 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:59 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 10 | 29 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:51 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:35 | yes | 18 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:34 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:50 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:20 | yes | 20 | 49 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:36 | yes | 21 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:18 | yes | 19 | 51 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:35 | yes | 5 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:46 | yes | 21 | 33 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:45 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:10 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:23 | yes | 11 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:10 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 8 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:50 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 18 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:43 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:42 | yes | 5 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:12 | yes | 6 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:26 | yes | 21 | 82 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:20 | yes | 5 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:04 | yes | 4 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:35 | yes | 10 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:29 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:04 | yes | 11 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:29 | yes | 11 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:39 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 28 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:52 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:48 | yes | 23 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:52 | yes | 18 | 62 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:44 | yes | 16 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:38 | yes | 24 | 57 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:08 | yes | 14 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:18 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:16 | yes | 9 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:58 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:54 | yes | 4 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:56 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 11 | 26 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:09 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:50 | yes | 25 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:26 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:09 | yes | 23 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:16 | yes | 10 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:24 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:53 | yes | 4 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:51 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:15 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:52 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:45 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:46 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 13 | 39 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:27 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:35 | yes | 18 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:08 | yes | 5 | 20 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:33 | yes | 14 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:48 | yes | 24 | 51 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:46 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:00 | yes | 11 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:37 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:58 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:10 | yes | 17 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:58 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 15 | 28 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:02 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:07 | yes | 22 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:26 | no | 0 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:00 | yes | 24 | 75 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:33 | yes | 24 | 99 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:37 | yes | 23 | 51 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:12 | yes | 5 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:58 | yes | 25 | 29 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
Certent read as Certent Disclosure Management
Certent (InsightSoftware) read as Certent Disclosure Management
Certent (Insightsoftware) read as Certent Disclosure Management
Certent (by InsightSoftware) read as Certent Disclosure Management
Certent (insightsoftware) read as Certent Disclosure Management
DFIN (ActiveDisclosure / Venue) read as DFIN ActiveDisclosure
DFIN (ActiveDisclosure) read as DFIN ActiveDisclosure
DFIN (Donnelley Financial Solutions – ActiveDisclosure) read as DFIN ActiveDisclosure
DFIN (Donnelley) read as DFIN ActiveDisclosure
Insightsoftware read as insightsoftware Certent Disclosure Management
RDG Filings read as RDG Filings ThunderDome®
RDG Filings (ThunderDome) read as RDG Filings ThunderDome®
SAP read as SAP Disclosure Management
Toppan Merrill read as Toppan Merrill Bridge
Toppan Merrill (Bridge) read as Toppan Merrill Bridge
insightsoftware (Certent Disclosure Management) read as insightsoftware Certent Disclosure Management
Unresolved, counted raw
AdviserInfo
AlphaSense
BAMSEC
Blackbaud
Broadridge Year-Round Compliance
Budget Filing Services / EDGAR Agents
CMTrading
Calcbench
Disclosure Management Suite by Intelligize
Disclosure Quest (disclosurequest.com)
EZ-Filings
EcoActive
Edgar Filer Manager (EFM)
FINRA’s Gateway
Finrep
Form345
GoXBRL
Guy's Software
Hudson Labs
Intelligize+ AI
Naehas
Oracle Financial Consolidation
SEC EDGAR System
SEC Info (secinfo.com)
SEC.gov
SECFilingData.com
SimFin
The SEC's EDGAR system (sec.gov/edgar)
The official SEC EDGAR system
Unfolding Values
Vintage (PR Newswire)
WhaleWisdom
Yieldstreet
Discontinued, still offered
No shut-down product was recommended here.