ElectroTempo's Street-Block Forecasts Map a $5 Million Bet on EV Grid Planning

The Arlington startup sells predictive analytics to utilities and ports, aiming to de-risk the charging buildout with hour-by-hour demand models.

About ElectroTempo

Published

The problem with building an electric vehicle charging network is that you are, in effect, trying to predict the future. ElectroTempo, a startup out of Arlington, Virginia, sells a subscription to a crystal ball that aims to turn that guesswork into a forecast, down to the hour and the city block.

Founded in 2020, the company has raised $5,000,000 in seed funding to build software that models EV charging demand for utilities, fleets, and property owners [Technical.ly, Apr 2024]. Its wedge is granularity: while many planning tools look at zip codes, ElectroTempo promises hour-by-hour forecasts at a spatial resolution up to the street block [electrotempo.com, retrieved 2024]. For customers like Prologis, Broward County, and the Port of Virginia, the pitch is about de-risking major infrastructure investments [citybiz, retrieved 2026].

A data wedge for the infrastructure buildout

ElectroTempo's product is a SaaS dashboard that serves up algorithms and data bundles. The core intellectual property appears to be in stitching together disparate data streams to model where charging demand will materialize as EV adoption accelerates [Perplexity AI, retrieved 2024].

  • For utilities, the software helps answer the capital-intensive question of where to reinforce the grid.
  • For ports and fleet operators, the tool models the operational choreography of charging trucks [Buoyant Ventures, Aug 2023].
  • For property owners like Prologis, the value is in future-proofing industrial parks.

The team behind the algorithms

CEO Dr. Ann Xu pioneered algorithms for large-scale vehicle electrification during her time as a research scientist at the Texas A&M Transportation Institute [its.berkeley.edu, retrieved 2026]. Co-founder and COO Patrick Finch brings over twelve years of experience in renewable energy and financial analysis [stonybrook.edu, retrieved 2026].

The competitive landscape and the integration risk

ElectroTempo lists EV Connect and Tridens as competitors. A more subtle competitive pressure comes from large engineering consultancies and grid modeling software incumbents who have deep relationships with utility planning departments.

What the next twelve months must prove

With $5,000,000 in the bank and a post-money valuation of $15,500,000 from its 2023 seed round, ElectroTempo is capitalized for the next phase of execution [Technical.ly, Apr 2024]. The milestones to watch are moving from pilot projects to multi-year enterprise contracts and expanding within its initial customer verticals.

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