
Constella Intelligence, formerly 4iQ, provides identity risk intelligence and digital risk protection software.
constella.aiCrawled Oct 16, 2026
Constella delivers identity intelligence for FinTech with real-time stolen credential monitoring and infostealer session detection.
Constella Intelligence delivers the verified identity data lake to MSSPs, MDR providers, and tech partners via API, OEM, and reseller structures.
Identity Data connects digital aliases to real-world identities to help law enforcement agencies solve cases and unmask threat actors.
Constella detects stolen credentials, harvested session cookies, and infostealer-compromised devices before ransomware operators can act.
Constella uses AI-driven intelligence and a repository of more than one trillion compromised assets to address identity risk.
The page compares a ransomware disclosure with a credential package from a separate source to illustrate a pattern observed by the research team.
The cybersecurity landscape has a vocabulary problem. Digital risk protection, Threat intelligence. Different vendors use these terms interchangeably.
The page distinguishes entity resolution from identity verification and notes that security teams often use the terms as if they mean the same thing.
Constella Intelligence is an equal opportunity employer committed to diversity and inclusion.
Have I Been Pwned built the category and is a respected, well-maintained service that has helped millions of individuals understand their breach exposure, but Credential Monitoring isn't enough.
Constella Intelligence says it believes collaboration is essential to defeating digital risk.
Constella boasts the world’s most curated Identity Risk Data, powering the next generation of risk models and investigative intelligence, including leading OSINT tools, enterprise risk protection, and high-velocity developer APIs.
4iQ and Madrid-based Alto Analytics merge and rebrand their business as Constella Intelligence, effective immediately. 4iQ CEO Kailash Ambwani becomes Constella CEO, and Alto founder Alejandro Romero becomes COO.
Dec 2020 · PR NewswireNews article
4iQ announces $30 million in Series C funding and names Kailash Ambwani as CEO. ForgePoint Capital and Benhamou Global Ventures lead the round. The announcement describes 4iQ as a leader in Cyber Intelligence.
Oct 2020 · PR NewswireNews article
Identity-focused intelligence firm 4iQ raises $30 million in a Series C round led by ForgePoint Capital and Benhamou Global Ventures. C5 Capital, Adara Ventures and TheVentureCity also participate, bringing 4iQ’s total investment to roughly $63 million; the company appoints Kailash Ambwani as CEO.
Oct 2020 · SecurityWeekNews article
Identity intelligence firm 4iQ raises $18 million in Series B funding. The Los Altos-based company’s round is led by C5 Capital, with participation from ForgePoint Capital, Adara Ventures, and Benhamou Global Ventures, bringing its total funding raised to $32 million.
Nov 2018 · SecurityWeekNews article