| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| SEC and disclosure reporting | Accounting and close | 0% | 8 of 63 | 3% | 31 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 4 | 0 | 1 | 5 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 2 | 0 | 4 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 3 | 1 | 0 | 4 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“The Service-Heavy Hybrid: Toppan Merrill Bridge blends software with a heavy emphasis on expert managed services.” Gemini 3.5 Flash · Disclosure reporting · comparative prompt · alternative
“if expert filing and iXBRL support are a priority and you want a service partner closely involved in the process” GPT-6 Luna · Disclosure reporting · paraphrase prompt · alternative
“Also demo Toppan Merrill Bridge if you value filing and iXBRL specialists working alongside your team.” GPT-6 Luna · Disclosure reporting · direct prompt · alternative
“Built on Microsoft Office for easy integration; strong inline XBRL validation, amendment handling” Grok 4.1 Fast · Disclosure reporting · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“be cautious if your filing workflow requires multi-user collaboration, automated version control, and advanced "blacklining"” Gemini 3.5 Flash · Disclosure reporting · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 93 of the 93 answers that named Toppan Merrill Bridge and are not a share of its labels.
379 of the 407 domain citations in answers naming Toppan Merrill Bridge came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| 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.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Toppan Merrill Bridge's own pages state, read October 5, 2026: toppanmerrill.com, toppanmerrill.com/platforms. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Toppan Merrill Bridge's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Toppan Merrill Bridge, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Toppan Merrill Bridge by email, built from the raw record of the edition. It shows: