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Inference Research
AI-native quantitative trading for digital assets
About Inference Research
Inference Research is an AI-native quantitative trading firm operating at the intersection of digital assets and traditional finance. The company was founded by Luke Li, who was previously the Co-founder and Head of Trading at Amber Group. In February 2026, Inference Research announced its launch and the anticipated closing of a $20 million seed funding round. The round was led by Avenir Group, an investment group that originated from Mr. Li Lin's family office.
The firm's business model is centered on leveraging sovereign AI infrastructure and institutional trading discipline to address market challenges such as asset pricing and liquidity provision. Inference Research operates across digital assets, traditional markets, and other emerging frontiers. The capital from its seed round is intended to scale its infrastructure, accelerate the development of its proprietary AI systems, and recruit a team of quantitative analysts, engineers, and researchers.
The strategic partnership with Avenir Group, a firm dedicated to integrating traditional finance and digital assets, provides Inference Research with resources to pursue long-term growth and institutional-grade resilience. This collaboration aligns with both firms' mission to bridge the gap between the two financial worlds, fostering resilient infrastructure and institutional adoption.
Source: Dealroom company dataAt a glance
- Status
- Operational
- Founded
- 2026
- Headquarters
- San Francisco, United States
- Employees
- 3
- Open positions
- None listed
- Dealroom signal
- 88.1/100
- Industry
- Fintech
- Sector
- Fintech, Core AI, Crypto Exchange, Market Maker, Trading Infrastructure
- Technology
- Artificial Intelligence
- Business model
- SaaS
- Client focus
- b2b
Knowledge graph
More headlines
Funding history
Company financing events and reported valuations.
| Deal type | Date | Amount | Valuation | Investors | Source |
|---|---|---|---|---|---|
| SEED✓Equity / VC | Feb 2026 | $20M | $80M | Avenir Group | ↗ |
Growth signals
Latest recorded traffic for Inference Research is 520 monthly website visits.
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Investments and acquisitions
Recent portfolio relationships for companies that also act as investors or acquirers.
Investors
From Dealroom's funding and investor records, grouped by the round each investor first entered.
Seed1 investor entered at this stage
Avenir Group
Source: Dealroom Talent Intelligence.
Global footprint
team presence
Market sentiment
An AI-synthesised read of the highest-engagement posts about Inference Research on X, ranked by likes and reposts, corporate channels excluded.
Reading the room on X — pulling top posts and synthesizing themes…
Source: X recent search ranked by engagement (likes + retweets) · Synthesis by Claude · Cached for 1 hour
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