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Inference Research

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AI-native quantitative trading for digital assets

San Francisco, United StatesFounded 2026Fintech
Valuation $100–250M Last recorded · 2026
Headcount <100 Current team size
Total funding $10–50M Disclosed equity funding
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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 data

At 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

Funding history

1 recorded event

Company financing events and reported valuations.

Deal typeDateAmountValuationInvestorsSource
SEED✓Equity / VC Feb 2026 $20M $80M Avenir Group ↗
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Growth signals

Inference Research website traffic

Latest recorded traffic for Inference Research is 520 monthly website visits.

Latest monthly visits520
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Similar companies

Closest operating peers by Dealroom taxonomy

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Investments and acquisitions

Capital deployed

Recent portfolio relationships for companies that also act as investors or acquirers.

Investors

1 investor on the cap table

From Dealroom's funding and investor records, grouped by the round each investor first entered.

Seed1 investor entered at this stage

  • Avenir Group
Team profiled 2 named & role-tagged
Founders Hidden — book a demo/100 quality score
Key operators 2 quality Hidden — book a demo/100
Potential founders Hidden — book a demo likely future founders
Startup mafia Hidden — book a demo alumni-founded startups
Talent movements Hidden — book a demo in · Hidden — book a demo out past 12 months

Source: Dealroom Talent Intelligence.

Global footprint

Workforce and web traffic by country
Workforce by country
1 countries with
team presence
🇭🇰 Hong Kong100%
1 country shown

Market sentiment

Posts on X, past 7 days

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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