Mobiliti Labs

Cover Block

Attribute	Value
Name	Mobiliti Labs
Tagline	A massive-scale simulator revealing urban insights through spatial intelligence, delivered in human speak. [Mobiliti Labs, retrieved 2025]
Headquarters	Berkeley, CA
Business Model	SaaS
Industry	Deeptech
Technology	AI / Machine Learning
Growth Profile	Venture Scale
Founding Team	Academic Spinout

Links

• Website: https://www.mobilitilabs.ai/

Data Accuracy: GREEN -- Confirmed by company website [Mobiliti Labs, retrieved 2025].

The Short Version

Mobiliti Labs is commercializing a high-performance computing platform for urban transportation simulation. The company's immediate relevance stems from its exclusive licensing of advanced modeling software developed at UC Berkeley's Smart Cities Research Center and Lawrence Berkeley National Laboratory [UC Berkeley Institute of Transportation Studies, March 2024]. The platform, called Mobiliti, is designed to simulate the movement of an entire metropolitan population through a regional road network, allowing planners to test infrastructure changes and estimate congestion, energy use, and productivity loss in minutes [Institute of Transportation Studies, 2023 SB1 and RIMI Projects Funded].

The founding narrative is one of academic spinout, with Professor Scott Macfarlane cited as the academic developer of the licensed software [UC Berkeley Institute of Transportation Studies, March 2024]. The business model appears to be SaaS, targeting city governments, transportation agencies, and infrastructure planners.

Over the next 12-18 months, the key watchpoints will be the translation of this research-grade technology into a commercial product with defined customer segments, the announcement of initial pilot deployments, and any clarity on the company's capitalization and go-to-market leadership.

Data Accuracy: YELLOW -- Core technology and licensing relationship confirmed by a primary source (UC Berkeley ITS); commercial details, team, and funding are not publicly available.

Taxonomy Snapshot

Axis	Classification
Business Model	SaaS
Industry / Vertical	Deeptech
Technology Type	AI / Machine Learning
Growth Profile	Venture Scale
Founding Team	Academic Spinout

The Company in Brief

Mobiliti Labs exists as a commercial vehicle for a specific, advanced transportation modeling software developed within the University of California, Berkeley's research ecosystem. The company's public origin is defined by a formal licensing agreement, announced in March 2024, through which it obtained rights to commercialize software created by Professor Scott Macfarlane and his team at the UC Berkeley Institute of Transportation Studies and Lawrence Berkeley National Laboratory [UC Berkeley Institute of Transportation Studies, March 2024].

The company is headquartered in Berkeley, California [Mobiliti Labs, retrieved 2025]. Beyond this licensing milestone and its web presence, the company's founding date, legal structure, and subsequent operational milestones are not detailed in public records.

Data Accuracy: YELLOW -- The licensing agreement and headquarters location are confirmed by a primary source (UC Berkeley).

What They Have Built

The core of Mobiliti Labs is a high-performance computing platform licensed from UC Berkeley, designed to simulate urban mobility at a regional scale. The software, called Mobiliti, uses Parallel Discrete Event Simulation (PDES) to model the movement of an entire population through a road network, simulating millions of nodes, links, and individual agents [Smart Cities Research Center, Mobility Overview]. The company claims this allows it to estimate congestion, energy usage, and productivity loss for a region like the Bay Area within minutes [Institute of Transportation Studies, Mobiliti: A shift for Analyzing Traffic Congestion].

On its commercial website, Mobiliti Labs frames this capability as delivering "urban insights through spatial intelligence" in human language [Mobiliti Labs, retrieved 2025]. The platform is presented as a tool for cities, planners, and organizations to simulate infrastructure changes in real time and test "what-if" scenarios, powered by AI and HPC [Mobiliti Labs, retrieved 2025].

Data Accuracy: YELLOW -- Core technical description is confirmed by UC Berkeley research publications; commercial product claims are sourced solely from the company website.

Market Size and Demand

The market for urban planning and transportation simulation software is expanding as cities face pressures to modernize infrastructure, manage congestion, and meet sustainability goals. The global smart cities market was valued at approximately $1.1 trillion in 2023 and is projected to grow to over $3 trillion by 2030 [MarketsandMarkets, 2024]. The market for traffic management systems was estimated at $44 billion in 2024 and is forecast to reach $85 billion by 2030 [Grand View Research, 2024].

Demand is driven by infrastructure spending, such as the Infrastructure Investment and Jobs Act [White House, 2021], and regulatory mandates for environmental impact assessments, such as California's SB 375 [State of California]. Established players like Esri and PTV Group (owned by Bentley Systems) offer traffic simulation software used by transport authorities [Bentley Systems, 2023].

Metric	Value
Smart Cities Market 2023	$1,100B
Smart Cities Market 2030	$3,000B
Traffic Management Systems 2024	$44B
Traffic Management Systems 2030	$85B

Data Accuracy: YELLOW -- Market sizing is drawn from third-party analyst reports for analogous, larger markets.

Who Else Is Fighting for This

Mobiliti Labs enters a competitive arena defined by established enterprise simulation vendors, specialized transportation consultancies, and AI-native startups. The company's primary competitive claim rests on its licensed HPC simulation engine, developed for large-scale, regional urban modeling at UC Berkeley and Lawrence Berkeley National Laboratory [UC Berkeley Institute of Transportation Studies, March 2024].

This landscape includes incumbent enterprise software providers like Bentley Systems and PTV Group, specialized consultancies like AECOM and WSP, and AI and data analytics startups like StreetLight Data, Remix, and UrbanLogiq. Mobiliti's edge is the technical capability of its licensed simulation engine to handle millions of agents across regional networks [Institute of Transportation Studies, Mobiliti: A shift for Analyzing Traffic Congestion].

Data Accuracy: YELLOW -- Competitive positioning is inferred from the company's stated technology and the general market landscape.

Opportunity

The prize for Mobiliti Labs is the transformation of urban planning into a dynamic, simulation-driven discipline. The core Mobiliti simulation platform was developed at the Lawrence Berkeley National Laboratory and the UC Berkeley Smart Cities Research Center, where it demonstrated the ability to simulate millions of agents across a regional network like the Bay Area within minutes [Institute of Transportation Studies, Mobiliti: A shift for Analyzing Traffic Congestion].

Scenario	What happens	Catalyst	Why it's plausible
Public Sector Standard	Mobiliti becomes the mandated or de facto tool for federal and state transportation grants.	A major public transit agency or MPO adopts the platform for a high-profile project.	The software's origins in a leading public university transportation institute [UC Berkeley Institute of Transportation Studies, March 2024] lends inherent credibility.
Private Sector Consultancy Engine	The platform is white-labeled or embedded within the workflows of major engineering and consulting firms.	A strategic partnership with a top-tier infrastructure consultancy to co-develop a commercial offering.	The high-performance computing requirement creates a barrier that a SaaS platform can lower.

Data Accuracy: YELLOW -- The core opportunity thesis is inferred from the capabilities of the licensed academic software and the stated market need.

Sources

1. [Mobiliti Labs, retrieved 2025] Home | https://www.mobilitilabs.ai/
2. [UC Berkeley Institute of Transportation Studies, March 2024] Macfarlane, Mobiliti Labs License Innovative Software | https://its.berkeley.edu/news/macfarlane-mobiliti-labs-license-innovative-software
3. [Institute of Transportation Studies, 2023 SB1 and RIMI Projects Funded] Mobiliti: A shift for Analyzing Traffic Congestion | https://its.berkeley.edu/research/projects/2023-sb1-and-rimi-projects-funded
4. [Smart Cities Research Center, Mobility Overview] Mobiliti: Scalable Transportation Simulation Using High-Performance Parallel Computing | https://smartcities.berkeley.edu/research/mobility
5. [MarketsandMarkets, 2024] Smart Cities Market | https://www.marketsandmarkets.com/Market-Reports/smart-cities-market-542.html
6. [Grand View Research, 2024] Traffic Management Systems Market | https://www.grandviewresearch.com/industry-analysis/traffic-management-system-market
7. [White House, 2021] Fact Sheet: The Bipartisan Infrastructure Deal | https://www.whitehouse.gov/briefing-room/statements-releases/2021/11/06/fact-sheet-the-bipartisan-infrastructure-deal/
8. [State of California] SB 375: Sustainable Communities and Climate Protection Act | https://www.ca.gov/archive/gov39/2012/09/30/news17631/index.html
9. [Bentley Systems, 2023] Bentley Systems Announces Acquisition of PTV Group | https://www.bentley.com/news/bentley-systems-announces-acquisition-of-ptv-group/