What DreamQuark does

DreamQuark is a Paris-based artificial intelligence company founded in 2014 that builds AI solutions for banks, insurance firms, and asset managers. The company operates as a focused B2B enterprise AI vendor targeting regulated financial services verticals, where it addresses use cases such as risk modeling, compliance, and operational decision automation. DreamQuark works across structured data and text modalities, with capabilities spanning anomaly detection, predictive analytics, and process automation intended to automate decisioning workflows for financial institutions.

DreamQuark is a small organization of 11-50 employees led by CEO Nicolas Meric, with a technically-oriented executive team that includes a Chief Data Science Officer (Jeremie Abiteboul), CTO (Pierre Besson), CSO, CFO (Georges Destriau), Chief Customer Officer (Camille Morel), and Chief Sales and Marketing Officer (Francois de Lescure). The presence of a dedicated CDSO indicates in-house AI/ML capability rather than third-party model resale.

The company has raised approximately $19 million in disclosed funding across a 2017 round (~$3.5M, led by CapHorn Invest with Plug and Play), a 2019 round of approximately $15.6M (led by Alma Mundi Ventures with participation from AG2R La Mondiale, CapHorn Invest, Keen Venture Partners, and NewAlpha Asset Management VC), and additional non-dilutive engagements via VentureOut (2019) and Tenity (2022). Strategic investor AG2R La Mondiale — a major French insurance and pension group — suggests potential enterprise access in the insurance vertical. The revenue model, pricing structure, and specific product lineup beyond general AI capabilities for financial services are not disclosed in the available data, representing a significant information gap for investors.

Name

DreamQuark

Legal name

Linedata

Website

https://dreamquark.com

Company type

Private

Founded year

2014

Operating status

Operating

Headcount range

11–50 employees

Short description

DreamQuark is a Paris-based AI company founded in 2014 that builds artificial intelligence solutions for banks, insurance firms, and asset managers, with capabilities spanning anomaly detection, predictive analytics, and process automation.

Ownership category

akta.pro rank

Product category

AI Software for Financial Services

NAICS

Portfolio Management and Investment Advice (52394)

SIC

Investment Advice (6282)

akta.pro primary industry

Scenario Planning, Forecasting Platforms & Planning Intelligence (HDAAAHAL)

Keywords

• AI for banking
• AI insurance solutions
• Asset management AI
• Machine learning finance
• Compliance analytics software

Headquarters

HQ city

Paris

HQ country

France

HQ region

Europe

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Infrastructure

Revenue model

1. SaaS/Software Subscriptions: SaaS solution delivered via cloud with subscription-based pricing model. Integrates seamlessly into existing IT environments.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels6 records

Core offering

DreamQuark provides artificial intelligence solutions for banks, insurance, and asset management firms. Its offerings include AI-powered decision engines for AML due diligence, operational risk intelligence, unstructured data processing, generative AI solutions, and cognitive investment data management services for financial institutions.

Product overview

Linedata offers a comprehensive suite of financial technology products organized around a platform-plus-modules architecture. The core product is the Linedata Next Best Action for AML solution, which provides AI-powered decision-making for compliance teams. This is complemented by specialized AI modules including Linedata Operational Risk Intelligence for predictive risk management, Linedata Unstructured Data Processing for financial insights, Linedata Generative AI Solutions for fund managers and private equity, and Linedata Cognitive Investment Data Management for investment data analysis. The portfolio also includes traditional asset management software (Portfolio Management, Order Management and Trading, Investment Compliance, Risk Management, Fund Accounting) and lending/equipment finance solutions.

Differentiator

Problem solved

Functional benefit

Brands

• Linedata Next Best Action for AML: AI-powered decision engine for AML compliance teams enabling smarter triage, faster resolution, and automated alert control for anti-money laundering due diligence.
• Linedata Admin Edge
• Linedata NAVquest
• Linedata Optima
• Linedata Protect
• Linedata Labs

Products and services

• Next Best Action for AML AI-powered decision engine for AML compliance teams that analyzes historical patterns, alert metadata, investigator behavior, and risk context to recommend the best next action for due diligence and monitoring.
• Operational Risk Intelligence AI-augmented analytics solution providing predictive intelligence for operational risk management in portfolio operations.
• Unstructured Data Processing AI-powered processing of unstructured data to gain deeper financial insights for investment operations.
• Generative AI Solutions Generative AI solutions designed to supercharge operations for fund managers and private equity firms.
• Cognitive Investment Data Management Cognitive AI service for investment data management, enabling systematic diagnostics and advanced behavior modeling.

Quantifiable outcome

• Reduce false alerts with optimized workflow
• +3 more outcomes

Named customers1 record

Segments1 record

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability6 records

Feature5 records

Recent moves5 records

Expansion highlights3 records

Others

• Dataminr: AI platform specializing in real-time event and risk detection from unstructured data, with a financial services vertical serving trading, compliance, and risk teams. Comparable AI-first approach to risk and event detection in financial workflows, though distinct in real-time information focus versus DreamQuark's compliance and asset management emphasis.
• Linedata: Established French financial services software vendor for asset managers and asset servicers, which appears in DreamQuark's data as a partner/customer deploying AI-driven AML and operational risk solutions. Comparable end-customer base (asset managers, banks, lenders) but a broader portfolio-positioned software suite rather than pure-play AI.

Broad incumbents

• NICE Actimize: Established enterprise platform from NICE Ltd. providing AML, fraud, and financial crime compliance solutions to large global banks. Comparable customer base (enterprise compliance teams) but as part of a much broader customer experience analytics portfolio with greater scale and incumbency.
• Palantir Technologies: Large US-listed data analytics platform with significant financial services footprint (AML, fraud, risk) using Foundry and Gotham platforms. Comparable AI/data platform capabilities for banks but at vastly larger scale and broader scope across multiple industries.

Direct peers

• Featurespace: UK-based AI company providing behavioral analytics and anomaly detection for fraud and AML in financial services. Comparable AI capability set (anomaly detection, predictive risk scoring) serving banks and payment providers with regulatory compliance use cases.
• Shift Technology: Paris-based AI company providing AI-native solutions specifically for the insurance industry (claims fraud detection, underwriting). Directly comparable as a French AI vendor specializing in financial services with predictive analytics and decision intelligence products.
• Yields.io: Brussels-based AI platform for asset management firms focused on model risk management, validation, and governance. Comparable as a specialized AI vendor serving investment managers and banks with regulatory and risk-focused use cases.
• Dataiku: Paris-based enterprise AI/ML platform company serving similar mid-to-large enterprise customers with machine learning model development and deployment tooling. Directly comparable as a French AI platform targeting regulated industries, including financial services.

Emerging players

• Onfido: AI-based identity verification and fraud prevention company serving banks and fintechs for KYC/AML compliance. Comparable AI capabilities for financial services compliance workflows, though narrower focus on identity rather than broader risk and compliance.
• H2O.ai: Enterprise AI platform providing automated machine learning and predictive analytics with notable financial services use cases (Fraud, AML, risk). Comparable ML/predictive analytics capability set for banks and insurers but with broader horizontal enterprise focus.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat3 records

Key risks6 records

Key highlights6 records

Customer concentration

• Xx.com/DreamQuark
• YouTubeyoutube.com/channel/UCuRMSIEuquGhYne8lEjNU0Q
• Facebookfacebook.com/Linedata-322170334263
• LinkedInlinkedin.com/company/7341
• Instagraminstagram.com/linedata_global

Revenue estimate

Valuation estimate

Number of profiles

Profiles7 records

Funding overview

Funding rounds4 records

Investors8 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about DreamQuark