# Toppan Merrill Bridge: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 43 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/finance/vendors/toppan-merrill-bridge

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [SEC and disclosure reporting](https://www.gane.ai/index/finance/accounting/sec-and-disclosure-reporting/index.md) | 0% | 7 | 7% | 43 |

## What the models said for it

- "Choose Toppan Merrill Bridge when managed filing support and U.S./international reporting are priorities." (Perplexity Sonar, Disclosure reporting)
- "Also consider Toppan Merrill Bridge if hands-on iXBRL and filing support is especially important" (GPT-6 Luna, Disclosure reporting)
- "Another major player, especially for large corporations needing comprehensive disclosure management." (Mistral Small, Disclosure reporting)
- "Choose Toppan Merrill if you want the software but are willing to pay extra for expert human support" (GLM 4.7 FlashX, Disclosure reporting)

## And against it

- "What to Avoid with Limited Budgets ... Toppan Merrill Bridge | Higher-end | Priced for companies wanting dedicated consultant support" (Kimi K2, Disclosure reporting)
- "Toppan Merrill Bridge (strong support but not the cheapest)" (Grok 4.20, Disclosure reporting)
- "Large-cap companies | Comprehensive but may be overbuilt for your size" (MiniMax M2.5, Disclosure reporting)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 5 | 0 | 0 | 5 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.20 | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 2 | 0 | 4 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 3 | 1 | 1 | 5 |
| GLM 4.7 FlashX | 0 | 2 | 2 | 0 | 4 |
| MiniMax M2.5 | 0 | 1 | 1 | 1 | 3 |
| GPT-6 Luna | 0 | 2 | 2 | 0 | 4 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Toppan Merrill Bridge, from 118 of the 123 answers that named it (only the models that return a source list).

### Domains cited

- cfoshortlist.com: 99
- houseblend.io: 89
- dfinsolutions.com: 60
- sec.gov: 46
- toppanmerrill.com: 38 (its own site)
- workiva.com: 38
- g2.com: 34
- iriscarbon.com: 28
- insightsoftware.com: 25
- finrep.ai: 22

### Pages cited

- https://cfoshortlist.com/reports/best-disclosure-management-software: 90
- https://cfoshortlist.com/reports/sec-reporting-software: 80
- https://houseblend.io/articles/sec-filing-software-platforms-pricing-compliance: 69
- https://cfoshortlist.com/reports/regulatory-reporting-software: 53
- https://dfinsolutions.com/products/activedisclosure: 37
- https://houseblend.io/articles/pdfs/sec-filing-software-platforms-pricing-compliance-08abc514a3c2fcc9.pdf: 33
- https://workiva.com/solutions/sec-reporting: 30
- https://toppanmerrill.com/bridge: 20

## In its own words

What Toppan Merrill Bridge's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: the regulatory disclosure and SEC filing platform for end-to-end document preparation and compliance workflows (https://toppanmerrill.com/)
- For: organizations needing EDGAR and iXBRL submissions; organizations preparing SEC filings and regulatory disclosure (https://toppanmerrill.com/)

## What it publishes

Every page toppanmerrill.com exposes, read 2026-10-05: 565 addresses. By kind, pages and the last 90 days:

- blog: 219 pages, 24 in the last 90 days, latest 2026-09-29
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest 2023-09-14
- conference or event: 107 pages, 15 in the last 90 days, latest 2026-10-28
- template or tool: 2 pages, 0 in the last 90 days, latest 2022-02-17
- glossary or explainer: 145 pages, 0 in the last 90 days, latest 2026-05-08
- podcast or video: 9 pages, 0 in the last 90 days, latest 2026-01-21
- Recent: 2026-10-28 conference or event: Reimagining sustainability reporting in a climate of continuous change https://www.toppanmerrill.com/event/reimagining-sustainability-reporting-in-a-climate-of-continuous-change
- Recent: 2026-10-20 conference or event: Eastern regional fall conference https://www.toppanmerrill.com/event/eastern-regional-fall-conference
- Recent: 2026-10-15 conference or event: The thinkequity conference https://www.toppanmerrill.com/event/the-thinkequity-conference
- Recent: 2026-10-15 conference or event: List https://www.toppanmerrill.com/events/list/
- Recent: 2026-10-01 conference or event: Oktoberfest biotech on tap https://www.toppanmerrill.com/event/oktoberfest-biotech-on-tap
- Recent: 2026-09-29 blog: What Dynamic Health Insurance Welcome Kits Can Do for You https://www.toppanmerrill.com/blog/what-can-a-dynamic-health-insurance-welcome-kit-do-for-you-part-2

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.