Toppan Merrill Bridge is a software platform from Toppan Merrill for SEC and disclosure reporting, including filings with iXBRL · toppanmerrill.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Certent Disclosure Management is first at 36%.
Certent Disclosure Management is first at 27%. 0 of 14 models made it the first choice when asked directly.
Workiva is first at 85%.
“Choose Toppan Merrill Bridge when managed filing support and U.S./international reporting are priorities.”Perplexity Sonar · Comparative question · alternative
“Also consider Toppan Merrill Bridge if hands-on iXBRL and filing support is especially important”GPT-6 Luna · Paraphrase question · alternative
“Another major player, especially for large corporations needing comprehensive disclosure management.”Mistral Small · Comparative question · alternative
“Choose Toppan Merrill if you want the software but are willing to pay extra for expert human support”GLM 4.7 FlashX · Comparative question · alternative
“What to Avoid with Limited Budgets ... Toppan Merrill Bridge | Higher-end | Priced for companies wanting dedicated consultant support”Kimi K2 · Budget-constrained question · warning
“Toppan Merrill Bridge (strong support but not the cheapest)”Grok 4.20 · Budget-constrained question · warning
“Large-cap companies | Comprehensive but may be overbuilt for your size”MiniMax M2.5 · Scale-constrained question · warning
The products named in the same answers as Toppan Merrill Bridge, over the 123 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 120 | 66 | View → | |
| 118 | 19 | View → | |
| 98 | 24 | View → | |
| 77 | 14 | View → | |
| 29 | 0 | View → | |
| 19 | 0 | View → | |
| 17 | 0 | View → | |
| 16 | 0 | View → | |
| 9 | 0 | View → | |
| 6 | 0 | View → |
What the models named instead of Toppan Merrill Bridge →
A side-by-side page exists where both products are among a category's top eight.
Stated on Toppan Merrill Bridge's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →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. These counts come from 118 of the 123 answers that named Toppan Merrill Bridge and are not a share of its labels.
441 of the 479 domain citations in answers naming Toppan Merrill Bridge came from a third party's page.
Pages are listed as the models cited them.
| 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 |
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 219 | 24 | 2026-09-29 | ||
| Glossary or explainer | 145 | 0 | 2026-05-08 | ||
| Conference or event | 107 | 15 | 2026-10-28 | ||
| Podcast or video | 9 | 0 | 2026-01-21 | ||
| Webinar or virtual event | 2 | 0 | 2023-09-14 | ||
| Template or tool | 2 | 0 | 2022-02-17 |
As the event pages on toppanmerrill.com state them, read October 5, 2026.
Every page toppanmerrill.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.