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 November 2026 Edition.
Standing · first-choice share
85%
Consensus
85Workiva11DFIN ActiveDisclosure04Toppan Merrill Bridge
85% of first choices, consensus.
Since October 2026▲+1Since October 2026: 84% → 85%, +1 point. Inside the 10-point floor: within noise.Workiva held the lead, +1 point on 84%, inside the 10-point floor.
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.Standing →Enterprise
Workiva85%Consensus▲+1Since October 2026: 84% → 85%, +1 point. Inside the 10-point floor: within noise.This page
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.Standing →EnterpriseWorkiva85%Consensus▲+1Since October 2026: 84% → 85%, +1 point. Inside the 10-point floor: within noise.This pageThe 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 rateLabelsQuadrantSince October 2026
01Workiva85%6%77endorsed leader▲+1Since October 2026: 84% → 85%, +1 point. Inside the 10-point floor: within noise.84% → 85%
Workiva85%6%77endorsed leader▲+1Since October 2026: 84% → 85%, +1 point. Inside the 10-point floor: within noise.84% → 85%02
DFIN ActiveDisclosure11%4%69accepted challenger▲+2Since October 2026: 9% → 11%, +2 points. Inside the 10-point floor: within noise.9% → 11%
DFIN ActiveDisclosure11%4%69accepted challenger▲+2Since October 2026: 9% → 11%, +2 points. Inside the 10-point floor: within noise.9% → 11%03
Toppan Merrill Bridge4%6%49accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Toppan Merrill Bridge4%6%49accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%Show the six products at 0%, ordered by negative rate
08
OneStream0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
OneStream0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09Oracle Narrative Reporting0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
05
IRIS CARBON0%18%34accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
IRIS CARBON0%18%34accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%07SAP Disclosure Management0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
04Certent Disclosure Management0%14%50accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Certent Disclosure Management0%14%50accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%06
CCH Tagetik0%8%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
CCH Tagetik0%8%25accepted 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.
For buyers
Head to head
Certent Disclosure Management vs WorkivaCertent Disclosure Management vs DFIN ActiveDisclosureCertent Disclosure Management vs IRIS CARBON
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All six head-to-head pages: the top four products, each against each
One product takes 85% of first choices here, so the chart would put eight 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
Thirteen of fourteen models held their first choice under the paraphrase. Llama 4 Maverick 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.
Certent Disclosure Management14%
7 of 50 labels negative · 6 of 14 models · 1 hard negative
“Avoid as primary for large enterprises | Mid-market tool; lacks deep enterprise features” DeepSeek V4 Flash, negative prompt
IRIS CARBON18%
6 of 34 labels negative · 5 of 14 models · 1 hard negative
“Avoid as primary | Value play for XBRL, but insufficient for a large enterprise's full disclosure workflow” DeepSeek V4 Flash, negative prompt
Workiva6%
5 of 77 labels negative · 5 of 14 models
“Enterprise reviews praise collaboration but also mention a learning curve and feature limitations; reviews are anecdotal, not proof of a systemic problem.” GPT-6 Luna, negative prompt
Arelle
100%
3 of 3 labels negative · 3 of 14 models · 1 hard negative
“Arelle is not a full SEC filing system as it has no document workflow or user management” Claude Haiku 4.5, 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
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. 970 links across 179 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.
66 answers · 155 citations · 13 models
54 answers · 92 citations · 12 models
40 answers · 74 citations · 14 models
vendor site · Workiva35 answers · 61 citations · 12 models
31 answers · 93 citations · 11 models
vendor site · G230 answers · 43 citations · 12 models
vendor site · IRIS CARBON20 answers · 32 citations · 11 models
vendor site · Toppan Merrill15 answers · 19 citations · 8 models
14 answers · 20 citations · 7 models
14 answers · 14 citations · 9 models
13 answers · 17 citations · 6 models
vendor site · insightsoftware9 answers · 14 citations · 5 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 · 12 models
47 answers · 12 models
42 answers · 11 models
40 answers · 12 models
27 answers · 10 models
25 answers · 11 models
14 answers · 7 models
12 answers · 8 models
11 answers · 5 models
10 answers · 7 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 | 85% | 490 | 22,200 | 524 | 58,186 | $23 | 64 |
| DFIN ActiveDisclosure dfinsolutions.com | 11% | 186 | 90 | 0 | 106,363 | $322 | 40 |
| Toppan Merrill Bridge toppanmerrill.com | 4% | 118 | 50 | 2 | 19,220 | 0 | |
| Certent certent.com Certent Disclosure Management 0% | 0% | 164 | 1,600 | 8 | 2,311 company | ||
| IRIS CARBON iriscarbon.com | 0% | 126 | 50 | 1 | 634 | 8 | |
| CCH Tagetik wolterskluwer.com | 0% | 213 | 390 | 0 | 2,373,906 | $15,481 | 28 |
| SAP sap.com SAP Disclosure Management 0% | 0% | 20 | 135,000 | 74,309 | 2,214,514 company | $1,251 | 23 |
| insightsoftware insightsoftware.com insightsoftware Certent Disclosure Management 0% | 0% | 9 | |||||
| OneStream onestream.com | 0% | 553 | 12,100 | 703 | 32,233 | $36 | 120 |
| Oracle parent site Oracle Narrative Reporting 0%, Oracle Hyperion Disclosure Management 0% | 0% | 18 | 450,000 | 66,611 |
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 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: Arelle, EDGAR
Three alternatives
DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Oracle Hyperion Disclosure ManagementFive alternatives
CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeOne alternative
Certent Disclosure ManagementGPT-5.4 miniWorkivaWorkivaHeldWorkivaagainst: Nasdaq AxiomSLWorkivano first choicenothing named
Four alternatives
Anaplan Disclosure Management, DFIN ActiveDisclosure, Wolters Kluwer CCH Tagetik, insightsoftware Certent Disclosure ManagementTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Nasdaq Disclosure Agents / Nasdaq Lens, insightsoftware Certent Disclosure ManagementOne alternative
DiligentGemini 3.5 FlashWorkivaWorkivaHeldWorkivaWorkivaWorkivanothing named
Five alternatives
CCH Tagetik, DFIN ActiveDisclosure, OneStream, Toppan Merrill Bridge, insightsoftware Certent Disclosure ManagementFour alternatives
DFIN ActiveDisclosure, Oracle Cloud EPM Narrative Reporting, SAP Disclosure Management, Toppan Merrill BridgeThree alternatives
DFIN (Donnelley Financial Solutions) — ActiveDisclosure, Toppan Merrill — Bridge™, insightsoftware Certent Disclosure ManagementTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgePerplexity SonarWorkivaWorkivaHeldWorkivaDFIN ActiveDisclosureagainst: IRIS CARBONWorkivaagainst: Arelle, Certent Disclosure Management, Ez-XBRL/Integix, OneStream, Planful, RDG Filings ThunderDome®
Three alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgeThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Oracle Hyperion Disclosure ManagementSix alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, OneStream, RDG Filings ThunderDome®, Toppan Merrill BridgeOne alternative
WorkivaTwo alternatives
DFIN ActiveDisclosure, IRIS CARBONGrok 4.20Workivaagainst: TraceraWorkivaHeldWorkivaagainst: Thomson ReutersWorkivaagainst: Certent Disclosure Management, IRIS CARBON, Oracle Hyperion Disclosure Management, SAP DRC, insightsoftware Certent Disclosure ManagementWorkivaagainst: Certent Disclosure Management, IRIS CARBON
Two alternatives
Certent Disclosure Management, DFIN ActiveDisclosureThree alternatives
CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosureTwo alternatives
Certent Disclosure Management, DFIN ActiveDisclosureTwo alternatives
CCH Tagetik, DFIN ActiveDisclosureTwo alternatives
Certent Disclosure Management, DFIN ActiveDisclosureMistral SmallWorkivaWorkivaHeldagainst: Certent Disclosure Management, IRIS CARBONWorkivaDFIN ActiveDisclosureagainst: WorkivaWorkivaagainst: Bittrex, EDGAR, Facebook, Kraken, LinkedIn Premium, Mango Markets, Twitter/X
Two alternatives
ActiveDisclosure, DFIN ActiveDisclosureTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeFive alternatives
CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeThree alternatives
Certent Disclosure Management, IRIS CARBON, Toppan Merrill BridgeFive alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Intelligize, Ontra, Toppan Merrill BridgeDeepSeek V4 FlashWorkivaWorkivaHeldWorkivaWorkivaWorkivaagainst: Certent Disclosure Management, EDGARLink, Excel macros + EDGAR, IRIS CARBON, Toppan Merrill Bridge
Three alternatives
CCH Tagetik, DFIN ActiveDisclosure, Toppan Merrill BridgeThree alternatives
CCH Tagetik, DFIN ActiveDisclosure, Toppan Merrill BridgeFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeOne alternative
DFIN ActiveDisclosureOne alternative
DFIN ActiveDisclosureLlama 4 MaverickWorkivano first choiceChangedWorkivaWorkivaDFIN ActiveDisclosure, Toppan Merrill Bridgenothing named
Two alternatives
Certent Disclosure Management, DFIN Solutions' ActiveDisclosureThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBONFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeQwen 3.7 FlashWorkivaagainst: Oracle Narrative Reporting, SAP DRCWorkivaHeldWorkivaWorkivaWorkivaagainst: Certent Disclosure Management, DFIN ActiveDisclosure, Newsfile Corp., Workiva
Two alternatives
Certified Disclosure Management, DFIN ActiveDisclosureTwo alternatives
DFIN ActiveDisclosure, SAP Document and Reporting ComplianceThree alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, Toppan Merrill BridgeOne alternative
SAP Document & Reporting ComplianceTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeKimi K2WorkivaWorkivaHeldagainst: IBM OpenPagesWorkivaDFIN ActiveDisclosureagainst: WorkivaWorkivaagainst: EDGAR system itself
Two alternatives
Certent Disclosure Management, DFIN ActiveDisclosureTwo alternatives
Certent Disclosure Management, DFIN ActiveDisclosureFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
Certent Disclosure Management, IRIS CARBONFive alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Oracle Hyperion Disclosure Management, SAP Disclosure ManagementGLM 4.7 FlashXWorkivaWorkivaHeldWorkivaWorkivaWorkivaagainst: CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Lucanet, OneStream, Oracle Narrative Reporting, SAP Disclosure Management, Toppan Merrill Bridge, Workiva
Five alternatives
CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeOne alternative
DFIN ActiveDisclosureNine alternatives
CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Lucanet, OneStream, Oracle Narrative Reporting, SAP Disclosure Management, Toppan Merrill BridgeTwo alternatives
CCH Tagetik, DFIN ActiveDisclosureFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeMiniMax M2.5WorkivaWorkivaHeldWorkivaWorkivano first choicenothing named
Two alternatives
Certent Disclosure Management, DFIN ActiveDisclosureTwo alternatives
CCH Tagetik, DFIN ActiveDisclosureEight alternatives
CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Oracle Hyperion, SAP Disclosure Management, Thomson Reuters ONESOURCE, Toppan Merrill BridgeSeven alternatives
CCH Tagetik, Certent Disclosure Management, DFIN ActiveDisclosure, OneStream Narrative Reporting, Oracle Narrative Reporting, SAP Disclosure Management, Toppan Merrill BridgeGPT-6 LunaWorkivaWorkivaHeldDFIN ActiveDisclosure, Workivaagainst: OracleDFIN ActiveDisclosureDFIN ActiveDisclosure, Toppan Merrill Bridge, Workivaagainst: Intelligize+ AI Disclosure Management Suiteagainst: DFIN ActiveDisclosure, Toppan Merrill Bridge, Workiva
Two alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeTwo alternatives
DFIN ActiveDisclosure, Toppan Merrill BridgeThree alternatives
Certent Disclosure Management, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
RDG Filings ThunderDome®, WorkivaMuse Glimmer 30BWorkivaWorkivaHeldWorkivaWorkivaWorkivaagainst: Arelle, CCH Tagetik, Lucanet, OneStream, Oracle Narrative Reporting, SAP Disclosure Management
Two alternatives
Certent Disclosure Management, DFIN ActiveDisclosureFour alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeFive alternatives
Certent Disclosure Management, DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill Bridge, insightsoftware Certent Disclosure ManagementThree alternatives
DFIN ActiveDisclosure, IRIS CARBON, Toppan Merrill BridgeTwo alternatives
Certent Disclosure Management, Donnelley Financial DFIN ActiveDisclosure / ArcSuiteBold 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 09:07 | yes | 15 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:24 | yes | 4 | 7 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 09:20 | yes | 9 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 8 | 28 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:02 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:57 | yes | 16 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:22 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:03 | yes | 13 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:34 | yes | 15 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:28 | yes | 15 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:00 | yes | 10 | 45 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:42 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:04 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:34 | 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 09:17 | yes | 11 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:32 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 9 | 25 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:47 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 19 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:06 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:12 | yes | 5 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:16 | yes | 13 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:00 | yes | 21 | 58 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:26 | yes | 5 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:02 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:28 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:47 | yes | 17 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:00 | yes | 5 | 10 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 12:40 | yes | 7 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:28 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 9 | 32 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:08 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:25 | yes | 23 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:06 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:59 | yes | 14 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:29 | yes | 21 | 89 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:17 | yes | 18 | 244 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:04 | yes | 13 | 85 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:54 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:39 | yes | 10 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:56 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | 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 11:05 | yes | 7 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:23 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 10 | 35 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:17 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:15 | yes | 20 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:18 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:44 | yes | 14 | 100 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:00 | yes | 21 | 65 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:12 | yes | 24 | 112 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:30 | yes | 9 | 37 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:45 | yes | 4 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:36 | yes | 14 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:46 | yes | 19 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:22 | yes | 3 | 8 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 10:30 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:38 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 14 | 42 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:34 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:22 | yes | 25 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:26 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | yes | 10 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:10 | yes | 25 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:06 | yes | 20 | 84 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:50 | yes | 5 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:47 | yes | 5 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 13 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:49 | yes | 37 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | 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 10:23 | yes | 11 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:44 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 14 | 29 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:42 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:03 | yes | 23 | 75 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:29 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:54 | yes | 24 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:56 | yes | 23 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:44 | yes | 20 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:43 | yes | 5 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:41 | yes | 5 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:39 | yes | 22 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Certent read as Certent Disclosure Management
Certent (InsightSoftware) read as Certent Disclosure Management
Certent (insightsoftware) read as Certent Disclosure Management
DFIN read as DFIN ActiveDisclosure
DFIN (ActiveDisclosure) read as DFIN ActiveDisclosure
DFIN (Donnelley Financial Solutions) ActiveDisclosure read as DFIN ActiveDisclosure
Insightsoftware (Certent / Disclosure Management) read as insightsoftware Certent Disclosure Management
RDG Filings 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 - CDM) read as insightsoftware Certent Disclosure Management
Unresolved, counted raw
Anaplan Disclosure Management
Bittrex
CCH Tagetik Disclosure Management
Certified Disclosure Management (Certent / Mitratech)
DFIN (Donnelley Financial Solutions) — ActiveDisclosure
DFIN Solutions' ActiveDisclosure
Donnelley Financial (DFIN) Solutions' ActiveDisclosure
Donnelley Financial DFIN ActiveDisclosure / ArcSuite
Donnelley Financial Solutions (DFIN) ActiveDisclosure
EDGAR system itself
EDGARLink
Ethico
Excel macros + EDGAR
Ez-XBRL Solutions
Ez-XBRL/Integix
Facebook
Fanda XBRL Tools
FinTags iXBRL
Gaapio
Intelligize's Disclosure Management Suite
Intelligize+ AI Disclosure Management Suite
Mango Markets
Mitratech TAP
Nasdaq AxiomSL
Nasdaq Disclosure Agents / Nasdaq Lens
Newsfile Corp.
OneStream Disclosure Management
Oracle Cloud EPM Narrative Reporting
RDG Filings - ThunderDome
SAP Document and Reporting Compliance
SAP Document and Reporting Compliance (D&R)
Toppan Merrill — Bridge™
Twitter/X
Workiva's SEC reporting software
Discontinued, still offered
No shut-down product was recommended here.