Side-by-side comparison of AI visibility scores, market position, and capabilities
AI construction scheduling platform from Stanford research. Doubling revenue annually. Schedule Insights Agent (agentic AI). $68M raised. Founded 2015, Menlo Park.
Alice Technologies is an AI construction scheduling and simulation company founded in 2015, emerging from research at Stanford University. The company was created to solve one of the most persistent and costly problems in capital project delivery: construction schedules are typically built once at project inception and then become increasingly detached from reality as conditions change, without giving project teams a fast way to model thousands of alternative execution sequences and identify the optimal path forward. Alice's mission is to bring computation-powered schedule intelligence to every major construction project.\n\nThe platform uses Monte Carlo simulation and constraint-based optimization to automatically generate and evaluate millions of construction schedule permutations, accounting for crew compositions, equipment availability, material lead times, and site sequencing logic. Contractors and owners use Alice to build initial schedules orders of magnitude faster than manual methods, to run what-if analysis on scope changes or delays, and to recover schedule slippage through AI-assisted re-sequencing. The company's Schedule Insights Agent, its agentic AI capability, allows project teams to query schedule risk and mitigation options through natural language. Alice has customers among leading general contractors and infrastructure developers in the United States and internationally.\n\nAlice Technologies has raised $68 million in total funding and is experiencing consistent revenue growth, doubling annually according to company disclosures. Its Stanford research lineage and deep construction domain expertise — combined with the agentic AI layer that makes advanced scheduling analysis accessible to field teams — position Alice as a differentiated player in the growing construction technology market, where AI-driven schedule optimization is increasingly recognized as a lever for reducing the chronic cost overruns and delays that afflict the industry.
Exton PA infrastructure engineering software (NASDAQ: BSY) at $1.35B+ 2024 revenue (91% recurring); Seequent $1.05B (2021), Cesium 3D geospatial (2024), first non-Bentley CEO Nicholas Cumins (Jul 2024) competing with Autodesk Civil 3D.
Bentley Systems, Incorporated is an Exton, Pennsylvania-based infrastructure engineering software company — publicly traded on NASDAQ (NASDAQ: BSY) — providing software for the design, construction, operation, and lifecycle management of infrastructure assets including roads, bridges, railways, buildings, industrial plants, power generation, and utilities through approximately 5,200 employees serving engineers and infrastructure organizations in 194 countries with annual revenues of $1.35+ billion in 2024 (91% recurring). Founded on September 5, 1984, by brothers Keith and Barry Bentley in suburban Philadelphia — where Keith had developed CAD software during his tenure at E.I. DuPont — the company grew through five Bentley brothers (Keith, Barry, Scott, Greg, and Ray) into the global infrastructure software leader through 120+ acquisitions over four decades, including Intergraph's civil engineering businesses (2001), Seequent for $1.05 billion (2021, geological and subsurface modeling), and Cesium (2024, 3D geospatial and digital twin platform). On July 1, 2024, Nicholas Cumins became CEO — the first person outside the Bentley family to lead the company in its 40-year history, having previously served as COO — with Greg Bentley transitioning to Executive Chair. Bentley made its NASDAQ IPO on September 23, 2020, and maintains a market capitalization of approximately $15 billion as of October 2024.
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