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The AI Analyst Has Entered the Room

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How Global Asset Managers Are Willing with AI

Meet Terminal X at PERE Network Tokyo Forum 2026 — Principal Sponsor

June 4–5, 2026 | Mandarin Oriental, Tokyo


Real estate investment managers have been investing more in AI. Most of it hasn't worked.

The reason is structural: digitizing legacy workflows doesn't unlock portfolio insight. Generic LLMs don't understand your firm's underwriting standards, your IC's decision history, or the comps that actually matter to your acquisitions team. They produce confident-sounding outputs that your analysts have to redo anyway.

That's the gap Terminal X was built to close — and it's the conversation we're bringing to Tokyo.


June 4, 13:40 JST | The AI Analyst Has Entered the Room — How Global Asset Managers Are Winning with AI


Speakers:

Hyun Hong (Founder & CEO)

Gabriel Horwitz (Co-Founder & Product Lead)

We will walk through what separates the firms generating real ROI from AI from those still at 'reviewing' stage:


  • Autonomous agents across the investment lifecycle — deal screening, due diligence, IC memo drafting, real-time portfolio monitoring. Who's actually ahead, and what their stack looks like.
  • Why firm-specific infrastructure beats generic LLMs — agents trained on your historical acquisitions, IC decisions, and comp sets, drafting memos grounded in your firm's own process. What it takes to deploy, and how fast.
  • A live case study — how one firm managing 30+ active models per fund now automatically flags assumption drift, waterfall errors, and variance against actuals across every live deal.

13:40 AIアナリストの時代:グローバル・アセットマネージャーはAIでいかに競争優位を築いているのか


  • 自律型AIエージェントは、ディールのスクリーニング、デューデリジェンスの実行、ICメモの作成、そして投資ライフサイクル全体にわたるリアルタイムのポートフォリオモニタリングを既に担い始めています。誰が一歩先を進んでいるのでしょうか。
  • Real ROIを生み出している企業は、汎用LLMを使っているのではありません。過去の買収実績、ICでの意思決定、比較対象データを基に独自に訓練したエージェントを活用し、ディールのスクリーニングや議事録の作成を行っています。そのインフラはどのようなものか、どれほど迅速に導入できるのかを探ります。
  • ケーススタディ:ファンドごとに30以上のアクティブモデルを管理する企業が、すべてのライブディールにおいて、前提条件の乖離、ウォーターフォールのエラー、実績値との差異を自動的に検知している事例を紹介します。


Why this matters for Capital Allocators

With over 200 local institutional investors and managers in the room, Tokyo Forum is the year's most concentrated conversation about where Japanese capital deploys next. As LPs scale exposure to global real estate and GPs compete for that allocation, the firms that win will be the ones whose underwriting moves faster, whose monitoring catches problems earlier, and whose decisions are grounded in their own institutional knowledge — not generic reasoning.

That's what native AI infrastructure delivers. And that's what we're in Tokyo to discuss.


Let's talk in Tokyo

If you're attending PERE Tokyo Forum, we'd welcome the chance to connect — whether you're an LP evaluating how managers should be deploying AI, or a GP rethinking your own stack.

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