Quantum Signals

Cover Block

Attribute	Value
Company Name	Quantum Signals
Tagline	AI-driven intraday trading signals for financial markets, with a roadmap to integrate quantum computing methods.
Headquarters	Paris, France
Founded	2024
Stage	Pre-Seed
Business Model	B2B
Industry	Fintech
Technology	AI / Machine Learning
Geography	Western Europe
Growth Profile	Venture Scale
Founding Team	Co-Founders (2)
Funding Label	Undisclosed

Links

• Website: https://quantumsignals.ai
• LinkedIn: https://www.linkedin.com/company/quantum-signals

The Short Version

Quantum Signals is a Paris-based deeptech startup that builds AI models for predicting short-term price movements in financial markets, with a strategic plan to integrate quantum computing methods as hardware matures [Quantonation blog, September 2024]. The company's immediate focus is on optimizing large order execution for institutional traders, a niche where microstructure-level prediction can have a direct, measurable impact on trading desk P&L [The Quantum Insider, September 2024]. Founded in 2024 by Yianni Gamvros and Iordanis Kerenidis, the company launched with pre-seed financing from Quantonation and has since secured an undisclosed investment from French firm Audacia in 2025 [Audacia, 2025]. The founding team combines commercial leadership from the quantum software industry with deep academic research in quantum algorithms [Quantonation blog, September 2024]. The initial product is a classical AI platform that analyzes Level II order book data to generate intraday signals for major futures and ETFs [quantumsignals.ai]. Over the next 12-18 months, investor attention should center on the company's ability to convert its announced partnership with Societe Generale into a tangible, scaled deployment.

Data Accuracy: GREEN -- Core company facts, founding team backgrounds, and investment from Quantonation are confirmed by multiple independent sources.

Taxonomy Snapshot

Axis	Classification
Stage	Pre-Seed
Business Model	B2B
Industry / Vertical	Fintech
Technology Type	AI / Machine Learning
Geography	Western Europe
Growth Profile	Venture Scale
Founding Team	Co-Founders (2)

The Company in Brief

Quantum Signals was founded in 2024 as a B2B trading-technology startup, with co-founders Yianni Gamvros and Iordanis Kerenidis launching the company from Paris, France [Quantonation blog, September 2024]. The company also lists a San Francisco, California presence [quantumsignals.ai].

Key early milestones are concentrated in the second half of 2024 and into 2025. The company's public launch was announced in September 2024, coinciding with the closing of a pre-seed financing round led by Quantonation [Quantonation blog, September 2024][The Quantum Insider, September 2024]. A subsequent investment from French investment firm Audacia followed in 2025 [Audacia, 2025].

A significant non-funding milestone is a strategic partnership with Societe Generale, developed under the bank's Quantum Pack initiative, to co-develop AI and quantum trading signals with a focus on limit order book trading [quantumsignals.ai].

Data Accuracy: YELLOW -- Company launch and founding details are confirmed by investor and company sources. The Audacia investment year is reported by the investor's portfolio page. The Societe Generale partnership is cited only on the company website.

What They Have Built

Quantum Signals builds transformer models trained on high-resolution Level II order book data to generate intraday trading signals for equities and futures [quantumsignals.ai]. The platform provides predicted distributions of mid-price movements and liquidity trends, targeting instruments like ES, NQ, RTY, and YM futures, as well as SPY, QQQ, IWM, and DIA ETFs [quantumsignals.ai]. The business approach is to establish revenue streams with a fully classical AI solution while simultaneously advancing quantum and quantum-inspired AI methods for future integration [quantumsignals.ai]. This hybrid AI-quantum roadmap is central to the firm's differentiation and is highlighted in its strategic partnership with Societe Generale under the Quantum Pack initiative [quantumsignals.ai]. The immediate product wedge is optimizing the execution of large orders [Quantonation blog, September 2024].

Data Accuracy: YELLOW -- Product claims are sourced from the company's website and investor materials; the quantum integration roadmap and partnership with Societe Generale are announced but not yet demonstrated in public customer deployments.

Market Size and Demand

The market for AI-driven trading signals sits at the intersection of institutional finance and applied machine learning. The global algorithmic trading market was valued at approximately $19 billion in 2023 and is projected to grow at a compound annual rate of 10% through 2030 [Grand View Research, 2023]. The market for alternative data reached an estimated $7 billion in annual spend in 2024 [Alternativedata.org, 2024].

Data Accuracy: YELLOW -- Market sizing is inferred from analogous, broader industry reports; specific TAM for AI-driven intraday signals is not publicly defined.

Who Else Is Fighting for This

Company	Positioning	Stage / Funding	Notable Differentiator
Quantum Signals	AI-driven intraday signals for large order execution, with a roadmap to quantum methods.	Pre-Seed (2024). Backed by Quantonation, Audacia.	Hybrid AI-quantum vision; focus on Level II order book data.
altFINS	Cloud-based platform for technical analysis, charting, and automated trading signals.	Seed stage. Backed by Rockaway Capital, 3VC.	Broad multi-asset coverage with a strong retail and prosumer user base.

Quantum Signals' defensible edge today rests on its founding team's deep quantum algorithm expertise and its early-stage partnership with Societe Generale [Quantonation blog, September 2024][quantumsignals.ai].

Data Accuracy: YELLOW -- Competitor data is limited; Quantum Signals' positioning and partnership are confirmed, but detailed funding and traction for competitors are inferred from public profiles.

Opportunity

The core opportunity for Quantum Signals is to become the foundational provider of microstructure intelligence for large-scale, automated trading. The company's strategic partnership with Société Générale under the Quantum Pack initiative provides early validation [quantumsignals.ai]. The founders' prior enterprise experience at QC Ware, working with firms like Goldman Sachs and Airbus, demonstrates a track record of navigating complex institutional sales [Business Insider, 2021].

Data Accuracy: YELLOW -- Growth scenarios are extrapolated from stated strategy and a single announced partnership.

Sources

1. [Quantonation blog, September 2024] Official launch of Quantum Signals: a major breakthrough for the finance sector | https://www.quantonation.com/2024/09/09/launch-quantum-signals/
2. [The Quantum Insider, September 2024] Quantonation Backs Quantum Signals, Using AI-Quantum Hybrid Solutions For Finance | https://thequantuminsider.com/2024/09/11/quantonation-backs-quantum-signals-using-ai-quantum-hybrid-solutions-for-finance/
3. [quantumsignals.ai] About Quantum Signals, Our Team, Research & Founders | https://quantumsignals.ai/about
4. [quantumsignals.ai] Intraday Signals for US Index Futures & ETFs | Quantum Signals | https://quantumsignals.ai/
5. [Audacia, 2025] Audacia Portfolio Entry for Quantum Signals | https://www.audacia.fr/portfolio/quantum-signals
6. [aqora.io] Explore Quantum Signals' Activities in Quantum Computing | https://aqora.io/quantum_signals
7. [Business Insider, 2021] Here's the 20-page pitch deck used by QC Ware, a fintech that is 'data science on steroids' for companies like Airbus, Goldman Sachs, and BMW Group | https://www.businessinsider.com/qc-ware-pitch-deck-fintech-quantum-computing-2021-10?r=US&IR=T
8. [Tracxn, Retrieved 2026] Quantum Signals - 2025 Company Profile, Funding & Competitors - Tracxn | https://tracxn.com/d/companies/quantum-signals/__oiewqoeltWkLrT-RHPL-vKVB80_fPfuFmIQygvlBhnQ