Structured intelligence workflows for family offices navigating private markets.
Family offices manage over $5.4 trillion in capital — yet their internal teams are small, their decision windows are short, and their access to structured private market intelligence remains fragmented.
Registry data, court records, regulatory filings, hiring movements, sanctions — scattered across dozens of platforms.
Investment teams spend more hours assembling intelligence than evaluating it. The ratio is inverted.
A single deal can touch five jurisdictions. Entities hide in plain sight without systematic tracing.
"The bottleneck isn't missing data — it's the chaos of stitching spreadsheets from ten platforms. Structure that mess in thirty minutes and suddenly you're moving on conviction instead of drowning in research purgatory."
A practitioner, on private market diligence
Our workflows are primarily based on structured public-source intelligence — with contextual support for materials shared by clients. We do not access private data rooms unless invited, and our value is in synthesis, not data exclusivity.
More data does not mean better decisions. Fewer pages, more conviction — the signals that matter, with context to act.
No investment, legal, or tax advice. We provide structured intelligence and workflow recommendations. Decisions remain yours.
AI handles ingestion, extraction, clustering. Human judgment handles synthesis, qualification, institutional framing.
When you want to find an opportunity before it becomes competitive. And when you have an opportunity in front of you, and need to know what you're really looking at — before you commit.
We monitor fragmented public signals across sectors and geographies you care about — and structure qualified opportunities into decision-ready briefings.
You bring the name — a company, a GP, a fund, an SPV. We deliver a structured intelligence picture in seven working days. Your first thirty minutes are spent on judgment, not research.
Start with a single workflow to test our value. Step into a Founding Partner pilot when you want continuous coverage. Move to an annual relationship when AHBI becomes part of how your team thinks.
— Strategic Intelligence Partner engagements ($250k+/year) available for larger mandates.
Ling Wu is a cross-border private markets operator with 10+ years of investment experience across the UK, US, and Asia, focusing on primary market private equity investments across venture, growth, and late-stage opportunities.
Before founding AHBI, she worked within family office and private investment platforms on investment and deal execution, sourcing and executing private equity transactions across multiple jurisdictions as part of the investment and allocation process.
Her experience in cross-border deal execution shaped strong investment judgment in navigating fragmented information environments and forming conviction in early and growth-stage private markets.
AHBI was founded to address a recurring inefficiency in private markets: critical information is widely available but fragmented across jurisdictions and systems, slowing down investment conviction.
MBA, University of Sheffield · UK / US / Asia private markets experience
A graduate of École Polytechnique — France's leading institution for science and engineering — Julien designs the intelligence infrastructure behind AHBI's workflows, from cross-source data ingestion and entity mapping to signal qualification and structured intelligence delivery.
His work focuses on building systems capable of transforming fragmented information into operationally usable intelligence workflows for private market decision-making.
With experience across data systems, automation architecture, and information structuring, he leads the technical development of AHBI's intelligence pipeline — combining AI-assisted processing with human-supervised synthesis.
École Polytechnique · Engineering & Information Systems · Data Systems · AI-assisted Intelligence Infrastructure
Athena Horizon Limited and AHBI are not licensed by the Securities and Futures Commission (SFC), Hong Kong Monetary Authority (HKMA), Dubai Financial Services Authority (DFSA), or any other regulatory authority. All content is sourced from publicly available information and delivered for informational purposes only. Clients should independently verify all critical information and consult licensed professional advisors before making investment, legal, or compliance decisions.
We are selectively onboarding a small group of founding intelligence partners. If our approach matches how you think about private market decisions, we'd like to hear from you.
Request a briefing →enquiry@ahbi.ai · Athena Horizon Limited · Hong Kong
We respond within one business day to qualified inquiries.