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The ultimate AI for urban mobility and logistics.

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May 13, 2025

Switch - Street Witcher

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The ultimate AI for urban mobility and logistics.

Overview

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Overview Discussion 2

1,074 getswitch.io

Overview

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SWITCH is the company that developed the SWITCH AI Agent, a modular and agentic system that helps urban mobility and logistics operators make smarter decisions — both in real time and over the long term.

The Agent combines SWITCH’s proprietary AI engines for demand forecasting, operational optimization, and scenario simulation. It connects to internal company data (such as fleet location, bookings, and operations) and enriches it with external sources like weather, public transport status, and local events.

Designed to be practical and interoperable, the SWITCH AI Agent integrates directly with the tools operators already use — from fleet management platforms like Wunder Mobility, to communication and productivity tools like Slack and Gmail. It can be accessed via chat, dashboard, or API, making it easy for both operations teams and developers to act on insights quickly, without extra tooling or complexity.

Alongside the Agent, SWITCH also offers purpose-built platforms (like Urban Copilot and Urbiverse) and API integrations that support a wide range of use cases across shared micromobility, car rental, urban delivery, and on-demand transport. These tools allow companies to improve service reliability, reduce operational inefficiencies, and plan better — whether for the next shift or the next season.

Key Features

Demand Forecasting
Routing Optimization

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Initial release

May 13, 2025

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Initial release of Switch - Street Witcher.

Matteo Forte

@matteoforte-1

Matteo Forte is the CEO of SWITCH - Street WITCHer, a Berkeley Skydeck EU company developing Agentic AI for Fleet Operations and Planning.

www.getswitch.io

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Urban mobility Switch - Street Witcher

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@ initial release

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@Switch - Street Witcher

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@ initial release

@Switch - Street Witcher

Hey! Thanks for your interest — we’ve opened up applications for the Early Access Program of our AI Agent for Mobility and Logistics. You can apply here: https://getswitch.io/agentic-ai-for-mobility-and-logistics/

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Pros and Cons

Pros

Synthetic data solutions

Real-time simulations

Optimized fleet sizing

Infrastructure planning for parking

Infrastructure for logistic hubs

Infrastructure for EV charging stations

Demand forecasting capabilities

Fleet rebalancing

Operations optimization

Application in shared mobility

3PLs specific tools

Inspection task management

Rebalancing task management

Logistic task solutions

Mobile app performance forecasting

Routing optimization

Specific tools for local governments

Data-driven insights

Policy-simulation algorithms

OptiMesh technology

Predictive analytics

Digital twin capabilities

Enhanced stakeholder service quality

Streamlined workflows

Maintenance management tools

Unparalleled accuracy in forecasts

B2B SaaS platform

Mobility experience enhancement

Policy-simulation for shared-mobility planning

Predictive analytics for demand

Predictive analytics for infrastructure

Predictive analytics for operations

Simulation-based urban mobility tools

Innovative management tools

Solutions crafted for efficiency

Intuitive platform design

In-depth analytics tools

Last-mile delivery solutions

Customizable offerings

Micromobility solutions

Car sharing solutions

Tailored solutions for diverse stakeholders

Dedicated third-party logistics solutions

Integrative urban mobility management

Pioneering urban mobility capabilities

User-oriented solutions

Unmatched operational capabilities

Support from EIT Urban Mobility

View 43 more pros

Cons

No API mentioned

Focused on urban areas

Limited to mobility operations

No multi-language support

No open-source components

No established customer support

Unclear pricing

Hardware specifications unknown

No explicit security features

No desktop application

View 5 more cons

Q&A

What is Switch - Street Witcher?

wrote:

Switch - Street Witcher is a startup committed to revolutionizing urban mobility and logistics using Artificial Intelligence (AI).

How can Switch - Street Witcher optimize fleet sizing and infrastructure?

wrote:

SWITCH optimizes fleet sizing and infrastructure using AI-powered simulations that model real-world demand, service patterns, and operational constraints. Their platform tests different scenarios - like changes in fleet size or new hub locations - to identify the most efficient setup. This helps companies deploy the right number of vehicles in the right places, plan charging or logistics infrastructure, and improve service performance before making costly decisions.

What are the Urbiverse and Urban CoPilot products offered by Switch - Street Witcher?

wrote:

Urbiverse is SWITCH’s AI simulation platform that helps mobility and logistics companies plan smarter by testing fleet sizes, hub locations, and service areas in a virtual environment. It uses digital twins and generative models to simulate strategic decisions before implementation. Urban CoPilot focuses on operations. It uses AI to forecast demand, optimize routes, and automate task assignments like rebalancing, maintenance, and delivery. The platform is available as a web dashboard, mobile app, or API, and is tailored for real-time fleet management.

How does Switch - Street Witcher support third-party logistics (3PLs)?

wrote:

SWITCH supports third-party logistics (3PLs) by providing AI-powered tools that streamline task planning and optimize fleet operations across complex, multi-client environments. Their platform allows 3PLs to centralize and assign tasks like maintenance, cleaning, inspection, and delivery, even when serving multiple clients with diverse workflows. Through demand forecasting and intelligent routing, SWITCH helps reduce idle time, minimize unnecessary trips, and improve driver efficiency. Their solution can ingest existing task data from CRMs or management tools, apply smart scheduling and routing algorithms, and provide service teams with a mobile app to complete tasks in the field. This results in higher operational efficiency, better service quality, and a more scalable logistics operation.

How does Switch - Street Witcher use AI to enhance fleet distribution and operational efficiency?

wrote:

SWITCH – Street WITCHer uses AI to optimize fleet distribution and day-to-day operations across mobility and logistics networks. Their system automatically forecasts demand based on historical usage patterns and contextual data (like weather or events). Using this forecast, SWITCH generates optimal routes and rebalancing plans tailored to each service’s specific constraints—vehicle types, time windows, staffing, and more. Operators receive dynamic recommendations for where to place vehicles, how to assign tasks, and how to adapt to disruptions like delays or cancellations. The AI continuously learns from new data, improving over time. This allows mobility and logistics companies to reduce idle time, increase task efficiency, and improve overall fleet performance.

How does Switch - Street Witcher make use of synthetic data solutions?

wrote:

Yes, Switch - Street Witcher provides performance forecasting tools that help operators anticipate how their fleets and services will perform under different conditions. These tools simulate future scenarios using historical data, real-time inputs, and demand patterns to estimate key metrics like vehicle utilization, task completion rates, and service reliability. This allows logistics and mobility providers to proactively adjust operations, improve planning accuracy, and optimize resource allocation over time.

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How can shared mobility companies benefit from Switch - Street Witcher's services?

wrote:

Shared mobility companies can benefit from Switch – Street Witcher’s services by leveraging its AI-powered tools to improve both strategic planning and daily operations. With accurate demand forecasting, these companies can better anticipate where and when vehicles will be needed, optimizing fleet distribution and rebalancing. The Urbiverse simulation engine allows them to test different scenarios—such as adjusting fleet size, repositioning hubs, or launching in new areas—before making costly real-world changes. Urban CoPilot provides real-time task management and routing optimization, ensuring higher vehicle utilization and reduced operational costs. This leads to more efficient services, improved user satisfaction, and smarter decision-making.

Can Switch - Street Witcher assist with infrastructure planning?

wrote:

Yes, Switch – Street Witcher can assist with infrastructure planning by using AI-powered simulations to evaluate different scenarios before any real-world investment is made. Through the Urbiverse platform, operators can test where to place micromobility hubs, parking areas, or EV charging stations to best match demand and reduce operational inefficiencies. The system combines demand forecasts, geospatial data, and service patterns to help companies plan infrastructure that aligns with both user needs and economic goals, supporting smarter and more cost-effective development strategies.

Can Switch - Street Witcher's solutions help improve service quality?

wrote:

Yes, Switch - Street Witcher’s solutions are designed to improve service quality for mobility and logistics operators. By leveraging AI-powered demand forecasting and routing optimization, the platform ensures better vehicle availability, reduced delays, and more efficient resource allocation. Simulation tools also help test operational strategies in advance, allowing companies to prevent service disruptions and maintain high standards of reliability and responsiveness.

Does Switch - Street Witcher cater to urban mobility stakeholders?

wrote:

Yes, Switch - Street Witcher serves a wide range of urban mobility stakeholders, including shared mobility operators, on-demand services, vanpooling providers, and logistics startups. Their AI-driven tools support strategic planning and daily operations by forecasting demand, simulating network scenarios, and optimizing fleet distribution. This enables operators to make informed decisions, improve efficiency, and adapt quickly to the dynamics of urban mobility environments.

What platforms does the SWITCH AI Agent integrate with?

wrote:

SWITCH connects to: • Your internal systems: fleet management software, booking data, telemetry feeds • Your operations tools: Slack, CRMs, scheduling systems • Contextual data: public transport (GTFS), weather, local events The Agent can integrate directly via REST APIs or through MCPs (Model Context Protocols), which act as adapters for common platforms like Wunder Mobility, Slack, and Gmail.

How do we start integrating the API?

wrote:

You can explore our full API documentation at api.getswitch.io. Most customers begin by: • Plugging in fleet and trip data • Connecting operational tools like Slack for notifications or CRMs for customer insights • Enabling optional external feeds (GTFS, weather, etc.) We support both standard REST and agentic workflows, and our team will assist you in mapping your data and systems for the best outcome.

What if we use a white-label fleet management platform?

wrote:

No problem — we’re already integrated with several providers and can connect to others through APIs or MCPs. In most cases, your fleet provider already exposes the data we need (vehicles, bookings, tasks). We don’t replace your stack — we enhance it by adding a decision-making layer that makes the tools you use today smarter and more automated.

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