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The SML Agency

Market data & insights for micro-electric vehicles

Smart Mobility Lab is an independent firm specializing in data, market research and strategic consulting dedicated to light electric mobility.

Since 2017, we have been supporting public and private stakeholders in understanding and anticipating the changes in the micro-electric vehicle market, particularly light quadricycles (L6e / L7e).

Our positioning

We focus on high growth potential segments:

  • Electric quadricycles (L6e / L7e)
  • Electric micro vehicles (category L as a whole)
  • Light urban vehicles & low-speed vehicles
  • Carbon-free mobility solutions

Our approach is based on a unique combination:

  • Proprietary datasets (market & volumes)
  • Forecasts (2026–2032)
  • Strategic and competitive analyses
  • Multi-country analyses and international benchmarks
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Recognized expertise in quadricycles (L6e / L7e)

Smart Mobility Lab is now identified as a specialized player in the electric quadricycles market, a segment undergoing strong structuration at the heart of the transformations of mobility.

We accompany:

  • Manufacturers
  • Industrial ecosystems
  • Public institutions
  • Investors
  • Insurers

A decision-oriented approach

We produce analyses that can be directly used for:

  • Evaluate a market or segment
  • Prioritize investments
  • Structure an entry strategy
  • Anticipate regulatory and competitive developments

Access our market data

We offer exclusive datasets dedicated to electric quadricycles (L6e/L7e) and micro-vehicles:

  • Market volumes
  • Detailed segmentation
  • Analyses of the actors
  • Forecasts 2026–2032

Possibility to receive an extract of the dataset on request

Use case

Our customers use our data to:

  • Assess the potential of a market
  • Prioritize their investments
  • Build a product strategy
  • Identify development opportunities

Example :
A European manufacturer relied on our analyses to prioritize its positioning in the L7e segment and refine its launch strategy.

Who are we ?

Our vision:

Mobility is undergoing profound changes.

Beyond electrification, a transformation of uses, vehicle formats and economic models is at work.

Micro electric vehicles, and in particular light quadricycles, are emerging as a structuring response to the challenges of congestion, accessibility, and decarbonization.

Our mission is to provide reliable data, actionable analyses and projection tools to inform strategic decisions.

 

Observe & decipher

4 centers to support the decision-making of players in the new mobility ecosystem by providing them with appropriate solutions.

 

SML Consulting

Support your new mobility projects that meet environmental and societal imperatives

Market Data SML / DataStore SML

Collection and analysis of data made available on our platform to decrypt market trends & prospects.

Custom studies SML

Develop studies to explore your market and anticipate emerging uses.

Academy SML

Raise awareness and train all users or managers of these new forms of mobility to facilitate their integration in complete safety.

Our engagement :

Support our customers and partners who trust us as closely as possible.

 

Thanks to their knowledge of the challenges and emerging trends in mobility, our teams advance the projects in which they are involved. The added value of SML is based on our ability to facilitate the understanding of mobility issues.

Our clients

Our partners

Our team :

We are all committed to the process of sustainable and multimodal mobility.

 

JEAN AMBERT CEO, LIONEL BALFIN DATA SCIENTIST, BADER ZAKARIA DATA SCIENTIST, LARA MAINGRE PROJECT MANAGER, LUDOVIC HEMMERY URBAN GLIDING INSTRUCTOR, MARIUS BALLOT BUSINESS DEVELOPER.

JEAN AMBERT – CEO Smart Mobility Lab:

Jean Ambert has been an expert in the mobility and data markets for over 20 years.

Founder of Smart Mobility Lab, he supports industry players in the analysis and anticipation of the micro-electric vehicle market in Europe.

He develops an approach combining proprietary data, strategic analysis and a forward-looking vision, and regularly speaks as a speaker on market dynamics and the challenges of structuring new forms of mobility.

Civility

Talk with our team

We are at your disposal to answer your request and guide you to the data best suited to your needs.

Fill in the form below and we will contact you as soon as possible.

You can also
contact us at:

+33 1 49 700 800
Jean Ambert
Jean Ambert
CEO of Smart Mobility Lab