Imperative Execution
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IntelligentCross is a US equities trading venue that uses AI to optimize price discovery by matching orders near-continuously to achieve maximum price stability. The platform provides better prices and tighter spreads for traders and market participants.
Also known as Imperative Execution Inc. · ImperativeX · IntelligentCross
Founders & leadership
Investors · 4
Company profile
researched Aug 2026Imperative Execution Inc. is a financial technology company and the parent of IntelligentCross, an SEC-registered US equities Alternative Trading System (ATS) and a broker-dealer that is a member of FINRA and SIPC. IntelligentCross applies machine learning and artificial intelligence at the venue level to optimize price discovery, matching orders near-continuously to maximize price stability after trades, which the company says produces better prices and tighter spreads.
The ATS operates two distinct, non-interacting matching models under a single market participant identifier (INCR): a Midpoint book that accepts only midpoint peg orders, and ASPEN, a full limit order book with optional display capability. ASPEN is further divided into three independent books with different fee structures — Fee/Fee, Maker/Taker and Taker/Maker. Matching occurs at scheduled "match events," with schedules computed per security from an overnight optimization process using prior days' match performance; ASPEN time bands can run from a minimum of 150 microseconds to a maximum of 900 microseconds, with actual match times randomized within the band. Midpoint orders must rest for a minimum period not exceeding 200 milliseconds, while ASPEN has no minimum resting period. Match priority is set by price, display type and time of receipt, the process is symmetric and blind to subscriber identity, and price improvement is provided to the taker. Displayed ASPEN orders are distributed through IQX, the venue's free market data feed, with separate multicast addresses per ASPEN book.
Product lines marketed by the company include ASPEN displayed liquidity, Midpoint (including an intraday optimization feature), and JumpStart, which went live with Jefferies to give buy-side firms greater control and access to liquidity.
Founding story
Founder and CEO Roman Ginis, previously a quantitative trader at Cubist/Point72 and UBS and a Caltech computer science PhD (2002) with patents in stream computing and complex event processing, said the company was founded to create more efficient markets, arguing that while brokers had advanced execution algorithms, trading venues had lagged in innovation on market impact.
Business model
Imperative Execution operates as a holding company whose wholly owned subsidiary IntelligentCross runs a registered ATS for US equities. Trading is organized into fee-differentiated books — ASPEN Fee/Fee, Maker/Taker and Taker/Maker — and the company publishes a price list on its site; market data from the IQX feed is offered free. Only registered US broker-dealers in good standing with an SRO and meeting additional eligibility criteria may become subscribers.
The venue's ASPEN books are structured around distinct fee models (Fee/Fee, Maker/Taker and Taker/Maker), and the company publishes trading prices on its website; the IQX market data feed is provided at no cost.
Traction
Company-published figures cite more than 865 million orders per day, over $1.8 trillion in displayed order value per day, roughly $55 billion traded daily on IntelligentCross, 95 major brokers trading daily, better prices than the exchanges 8.4 million times per day, 29.7% tighter spreads than the NBBO when ASPEN has the best quote, and 76% lower market impact than the exchanges' average. More than 35 banks and brokers are listed as access points.
Latest developments
Recent company communications describe the launch of intraday optimization for the Midpoint book, JumpStart going live with Jefferies for buy-side users, an interview with Roman Ginis by The TRADE on redefining execution, and participation in or sponsorship of the TABBForum ATS & Off Exchange Trading Symposium 2026, TradeTech Europe 2026 in Amsterdam, the Equities Leaders Summit 2026, Wall Street Rides Far 2025 and the STANY 88th Annual Conference, where General Counsel Ari Burstein moderated a panel on liquidity.
▸Full profile — market position, technology, go-to-market, geography, history
Market position
The company describes IntelligentCross as a leading US equities trading venue and the first venue to use machine learning and AI to optimize order matching, and the first such venue to offer a displayed book. It positions itself against exchanges and other ATSs on execution quality metrics, citing tighter spreads than the NBBO when ASPEN holds the best quote and lower market impact than the exchange average.
Rather than continuous matching, IntelligentCross schedules randomized match events per security using an overnight AI optimization aimed at minimizing post-trade price movement and information leakage. Other distinguishing elements include a displayed ASPEN book alongside a non-displayed Midpoint book, three independently operating fee-structure books, symmetric matching with no subscriber priority, price improvement to the taker, and a free IQX market data feed.
Technology
The matching engine uses AI/ML in a closed-loop measure-optimize-calibrate process: the venue measures market response to its own trades and recalibrates per-security match schedules, computed daily through an overnight optimization, to maximize post-trade price stability. ASPEN matches within microseconds of order arrival and Midpoint within milliseconds. Trading platforms are built with close-to-the-hardware, massively parallel transaction processing designed for multi-core, large-memory servers, with the company citing sub-15-microsecond figures. At launch the venue used a single midpoint peg order type designed to fit existing electronic execution workflows without changes to broker algorithms or buy-side order entry.
Go-to-market
Order flow reaches IntelligentCross indirectly through major banks and brokers rather than direct retail access. Named routing firms include Bank of America, Barclays, BMO Capital Markets, BNY Mellon | Pershing, BTIG, Citadel Securities, Citi, Cowen, Fidelity Capital Markets, Goldman Sachs, Instinet, Jefferies, J.P. Morgan, Liquidnet, Morgan Stanley, RBC Capital Markets, State Street Global Markets, TD Securities, UBS, Virtu Financial and Wells Fargo. The company also markets through industry conferences and sponsorships, including the TABBForum ATS & Off Exchange Trading Symposium, TradeTech Europe, Equities Leaders Summit and the STANY annual conference, plus press interviews and newsletters.
Institutional and professional market participants — institutional investors and asset managers reaching the venue through registered broker-dealers. Membership is restricted to registered US broker-dealers; site materials state they are for institutional and professional clients only and not intended for retail customers.
Geography
A US business headquartered in Connecticut; the December 2018 financing announcement was datelined Stamford, CT, and contact numbers use a New York (212) area code. The venue trades US equities, and the company markets to European audiences at events such as TradeTech Europe in Amsterdam.
History
The company raised a $5 million seed round from five investors in 2017 and launched IntelligentCross in September 2018, closing a $9 million Series A in December 2018 that included buy-side firms, industry executives and venture capital funds. The venue subsequently expanded from a single midpoint peg order type to the ASPEN displayed limit order book with three fee-based books, added intraday optimization to Midpoint, and launched JumpStart with Jefferies.
Compiled by commissioned research from 8 cited public sources — announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed — not independently audited.
Competitors · 1
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Timeline · 4
launches, deals, and filingsJumpStart launched with Jefferies, described as giving buy-side users control over and access to liquidity on the venue.
Midpoint book adds intraday optimization, which the company says delivers more liquidity and less market impact.
Series A round with participation from buy-side firms, industry executives and venture capital funds, following a $5 million five-investor seed round in 2017; proceeds to grow IntelligentCross.
$9M source ↗
IntelligentCross, an AI-assisted scheduled-matching trading venue for institutional investors, launched in September 2018.
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
▸Research sources · 8
primary sources listed
- Imperative Executionimperativex.com · web
8 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does Imperative Execution do?
- Parent company of IntelligentCross, a US equities ATS that uses AI-scheduled matching to optimize price discovery and cut market impact.
- Who founded Imperative Execution?
- Imperative Execution was founded by Roman Ginis.
- Who are Imperative Execution's investors?
- Imperative Execution's investors include Greycroft, Innovating Capital, Mango Capital, Point72 Ventures.