Data as of Jul 25, 2026 · Based on 576 AI responses · See how Parse measures this
Boutique M&A Advisory Services
Parse
https://parse.gl
Mizuho Financial Group has climbed to the top of AI recommendations, particularly for US-Japan cross-border deals. Meanwhile, for domestic queries about family-owned businesses, a dynamic slate of specialized boutiques like and has emerged to challenge larger firms.
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | Frequently recommended as a key institutional investor for management buyouts (MBOs). | 22% | |
| 2 | Gaining prominence as a go-to boutique for family-owned manufacturing deals. | 16% | |
| 3 | A fast-rising leader in EdTech and family-owned manufacturing advisory. | 15% | |
| 4 | Emerging name for founder and family-owned business M&A, especially lower middle-market. | 14% | |
| 5 | 13% | ||
| 6 | 12% | ||
| 7 | 11% | ||
| 8 | A boutique M&A firm specifically cited for representing manufacturing companies. | 10% | |
| 9 | 9% | ||
| 10 | 9% | ||
| 11 | 9% | ||
| 12 | 9% | ||
| 13 | 8% | ||
| 14 | 8% | ||
| 15 | 8% | ||
| 16 | 8% | ||
| 17 | 6% | ||
| 18 | 6% | ||
| 19 | 6% | ||
| 20 | 6% | ||
| 21 | 6% | ||
| 22 | 6% | ||
| 23 | 6% | ||
| 24 | 5% | ||
| 25 | 5% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
saratogainvestmentcorp.com is the page AI reaches for most here, cited in 30% of analyzed answers.
Jumped from rank #17 to #2 between November and March.
Rose from rank #98 to #5 between November and March.
Dropped from rank #2 to #6 between November and March.
“Listed as a major Japanese banking group.” → “Specifically framed as a strengthened M&A advisor after its acquisition of Greenhill & Co.”
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 0% | 31% | ||
| 28% | 0% | ||
| 0% | 28% | ||
| 25% | 0% | ||
| 0% | 25% |
Mizuho Financial Group has climbed to the top of AI recommendations, particularly for US-Japan cross-border deals. Meanwhile, for domestic queries about family-owned businesses, a dynamic slate of specialized boutiques like Capstone Partners and Raincatcher has emerged to challenge larger firms.
Across 576 AI responses, KKR is mentioned most, named in 22% of them, followed by MelCap Partners (16%) and Capstone Partners (15%).
Parse measures each brand's mention rate — the share of answers naming it — across 576 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
AI responses initially cited firms like N2M Capital Advisors and
Capstone Partners. By early 2026, recommendations diversified to a competitive slate of boutiques, with
MelCap Partners and
gaining significant traction in Google AI Overviews and ChatGPT responses.
AI responses initially cited firms like N2M Capital Advisors and
Capstone Partners. By early 2026, recommendations diversified to a competitive slate of boutiques, with
MelCap Partners and gaining significant traction in Google AI Overviews and ChatGPT responses.
Across platforms, Mizuho Financial Group and
have been the consistent leaders for US-Japan M&A. Beginning in late 2025, responses for Mizuho frequently began citing its acquisition of Greenhill & Co. as a key reason for its enhanced cross-border capabilities.
Brands mentioned
Brands mentioned
Which merchant banks focus on cross-border M&A between the US and Japan?
Across platforms, Mizuho Financial Group and
BDA Partners have been the consistent leaders for US-Japan M&A. Beginning in late 2025, responses for Mizuho frequently began citing its acquisition of Greenhill & Co. as a key reason for its enhanced cross-border capabilities.