ElectroTempo
EV charging network planning and intelligence software for utilities, fleets, and property owners.
Website: https://www.electrotempo.com/
Cover Block
PUBLIC
| Name | ElectroTempo |
| Tagline | EV charging network planning and intelligence software for utilities, fleets, and property owners. |
| Headquarters | Arlington, VA, United States |
| Founded | 2020 |
| Stage | Seed |
| Business Model | SaaS |
| Industry | Cleantech / Climatetech |
| Technology | AI / Machine Learning |
| Geography | North America |
| Growth Profile | Venture Scale |
| Founding Team | Co-Founders (2) |
| Funding Label | Seed (total disclosed ~$5,000,000) |
Links
PUBLIC
- Website: https://www.electrotempo.com/
- LinkedIn: https://www.linkedin.com/company/electrotempo
Executive Summary
PUBLIC ElectroTempo sells predictive software to de-risk the capital-intensive planning of electric vehicle charging infrastructure, a timely wedge into a market where billions in grid and fleet investments hinge on accurate demand forecasts [Technical.ly, Apr 2024]. Founded in 2020, the Arlington-based startup has built a SaaS platform that provides utilities, ports, and property owners with granular, hour-by-hour charging demand forecasts at a street-block resolution, overlaying proprietary algorithms with satellite imagery data [electrotempo.com, retrieved 2024]. The founding team pairs deep domain expertise, with CEO Ann Xu bringing a research background in large-scale vehicle electrification algorithms from Texas A&M and COO Patrick Finch contributing over a decade of consulting experience in renewable energy and financial analysis [its.berkeley.edu, retrieved 2026]; [stonybrook.edu, retrieved 2026]. The company has raised approximately $5 million in seed capital, including a $4 million round led by Buoyant Ventures in 2023, and has begun to establish a customer base that includes Prologis, Broward County, and the Port of Virginia [citybiz, retrieved 2026]; [Finsmes, Aug 2023]. Over the next 12-18 months, the key watchpoints will be the expansion of its 13-customer roster into larger utility contracts and the validation of its predictive models at scale as fleet electrification mandates accelerate.
Data Accuracy: GREEN -- Core claims corroborated by multiple independent sources including Technical.ly, company website, and investor announcements.
Taxonomy Snapshot
| Axis | Classification |
|---|---|
| Stage | Seed |
| Business Model | SaaS |
| Industry / Vertical | Cleantech / Climatetech |
| Technology Type | AI / Machine Learning |
| Geography | North America |
| Growth Profile | Venture Scale |
| Founding Team | Co-Founders (2) |
| Funding | Seed (total disclosed ~$5,000,000) |
Company Overview
PUBLIC
ElectroTempo was founded in Arlington, Virginia in 2020 by Ann Xu and Patrick Finch, launching into a market where the physical rollout of EV charging infrastructure was accelerating faster than the planning tools available to support it. The company's genesis is rooted in the founders' professional backgrounds: Xu, a research scientist who pioneered algorithms for large-scale vehicle electrification at the Texas A&M Transportation Institute, and Finch, a management consultant with over twelve years in renewable energy and financial analysis [LinkedIn, Aug 2023]; [its.berkeley.edu, retrieved 2026]; [stonybrook.edu, retrieved 2026]. Their combined expertise in transportation modeling and energy markets positioned them to address a specific, data-intensive problem for utilities, ports, and large fleet operators.
Headquartered in the Ballston area of Arlington, the company has progressed through a series of funding milestones that reflect its early validation. A pre-seed round of $1 million closed in January 2022, followed by a $4 million seed round led by Buoyant Ventures in August 2023 [Utility Dive, Jan 2022]; [Finsmes, Aug 2023]. These rounds culminated in a total of $5 million in disclosed seed funding at a post-money valuation of $15.5 million [Technical.ly, Apr 2024]. The capital has supported team growth to between 11 and 50 employees and the acquisition of 13 customers, including named accounts like Prologis, Broward County, the Port of Virginia, and Calstart [citybiz, retrieved 2026]; [careers.springtimeventures.com, retrieved 2026].
Data Accuracy: YELLOW -- Founding team and funding amounts are confirmed by multiple sources; the $15.5 million valuation is reported by a single trade publication.
Product and Technology
MIXED ElectroTempo sells a software platform designed to solve a specific, high-stakes problem for organizations investing in electric vehicle infrastructure: forecasting exactly where and when charging demand will materialize. The company's core offering is a subscription-based SaaS suite of dashboards, algorithms, and data bundles that model future EV charging loads [Perplexity AI, retrieved 2024]. This predictive capability is positioned not as a generic mapping tool, but as a specialized planning instrument to de-risk major capital expenditures on chargers and grid upgrades [electrotempo.com, retrieved 2024].
The platform's claimed differentiation rests on the granularity of its data and analytics. It promises hour-by-hour demand forecasts at a spatial resolution down to the street block level, incorporating data from sources like satellite imagery to track EV trip patterns [Technical.ly, Apr 2024]. This allows utility planners, port operators, and fleet managers to move beyond broad estimates and pinpoint specific sites and times of peak demand. For customers like ports transitioning heavy-duty vehicles, the software is marketed as enabling data-driven electrification strategies that aim to reduce emissions while optimizing operations and financial planning [electrotempo.com/port-and-terminal-operators/, retrieved 2026].
Publicly described use cases suggest the product is modular, serving distinct customer segments with tailored analyses.
- Utility Planning. Helps utilities anticipate load growth from fleet electrification and design optimized charging networks to meet it [electrotempo.com, retrieved 2024].
- Port & Fleet Electrification. Provides analytics for medium- and heavy-duty fleet transitions, focusing on charging strategy and cost modeling [Buoyant Ventures, Aug 2023].
- Public Infrastructure. Assists counties and municipalities in planning public charging investments by forecasting localized demand [Technical.ly, Apr 2024].
The underlying technology stack is not detailed in public materials, but the company's focus on predictive algorithms and processing satellite imagery implies a reliance on machine learning and geospatial data engineering (inferred from product claims).
Data Accuracy: YELLOW -- Product claims are consistently sourced from the company website and press coverage, but technical implementation details and independent performance validations are not available.
Market Research
PUBLIC
The urgency for precise EV charging infrastructure planning stems from a massive, federally-backed buildout that risks billions in stranded assets if demand is misaligned with supply.
While ElectroTempo's specific market sizing is not publicly quantified by third-party reports, the broader ecosystem provides a clear analog. The U.S. electric vehicle supply equipment (EVSE) market is projected to grow from $3.1 billion in 2022 to $30.8 billion by 2030, representing a compound annual growth rate of 33.1% [Grand View Research, 2023]. This figure encompasses hardware, installation, and associated services, with the software and analytics layer for planning representing a critical, high-margin segment within that total. For utilities and large fleet operators, the addressable market is defined by capital expenditure avoidance; a single utility's multi-year grid upgrade plan for electrification can easily run into the hundreds of millions, where better siting intelligence directly reduces required spend.
Demand is propelled by a confluence of regulatory mandates and corporate sustainability goals. The Environmental Protection Agency's Clean Trucks rule, alongside state-level regulations like California's Advanced Clean Fleets, are creating hard deadlines for commercial vehicle electrification [Utility Dive, 2023]. Ports, a named customer vertical for ElectroTempo, face particularly stringent emissions targets. Concurrently, the 2021 Bipartisan Infrastructure Law and the Inflation Reduction Act have unlocked tens of billions in public funding for EV charging and grid modernization, compelling public and private entities to develop shovel-ready plans to access grants and tax credits [Department of Energy]. This regulatory push transforms infrastructure planning from a strategic initiative into a compliance necessity, creating a captive audience for decision-support software.
Key adjacent markets that influence demand include commercial real estate, where landlords like Prologis are electrifying logistics properties to meet tenant requirements, and public transit agencies transitioning bus fleets. A substitute for dedicated planning software is the use of generalized engineering consultants or internal utility modeling teams, which often lack the granular, dynamic datasets and specialized algorithms for EV forecasting. The primary macro risk is a potential slowdown in EV adoption rates, which could delay infrastructure investments, though current federal policy is designed to mitigate this through consumer incentives and manufacturing support.
U.S. EVSE Market 2022 | 3.1 | $B
U.S. EVSE Market 2030 | 30.8 | $B
The projected eightfold expansion of the underlying hardware market suggests a substantial and growing budget for the intelligence layer that ensures its efficient deployment. ElectroTempo's focus on the complex, high-stakes segments of utilities, ports, and fleets positions it in the portion of the market where planning errors are most costly, and thus where customers may be most willing to pay for predictive certainty.
Data Accuracy: YELLOW -- Market sizing is drawn from an analogous third-party report on the broader EVSE sector, not a specific analysis of the planning software niche. Regulatory drivers are widely reported.
Competitive Landscape
MIXED ElectroTempo operates in a competitive niche defined by the complex, data-intensive task of planning EV charging infrastructure, a space where it must contend with both established hardware-focused networks and a growing field of software specialists.
| Company | Positioning | Stage / Funding | Notable Differentiator | Source |
|---|---|---|---|---|
| ElectroTempo | EV charging network planning & intelligence SaaS for utilities, fleets, property owners. | Seed (~$5M) | Predictive analytics with street-block-level data resolution, focus on medium/heavy-duty fleet and port electrification. | [Technical.ly, Apr 2024]; [Buoyant Ventures, Aug 2023] |
| EV Connect | End-to-end EV charging management software and hardware solutions for commercial fleets and site hosts. | Growth stage (Acquired by Schneider Electric, 2021) | Integrated hardware and software platform, extensive deployed network, strong brand recognition. | [EV Connect] |
| Tridens | EV charging and energy management software platform for charge point operators and utilities. | Growth stage (Private) | Broad platform covering charging operations, billing, and energy management for large-scale networks. | [Tridens] |
The competitive map segments into three primary layers. The first includes vertically integrated charging networks like ChargePoint, EVgo, and Blink, which bundle hardware with proprietary software for site management. These are not direct competitors for planning software, but they represent a potential substitute if they expand their software offerings upstream into predictive analytics. The second layer consists of pure-play software platforms like EV Connect and Tridens, which provide the operational software to manage charging stations after they are built. ElectroTempo's wedge is upstream of this group, focusing on the pre-deployment planning phase. The third layer is the emerging cohort of data and analytics specialists, where ElectroTempo currently sits, competing on the quality and granularity of its forecasting models rather than operational features.
ElectroTempo's current defensible edge appears to be its data specificity and algorithmic focus on complex, high-stakes use cases. The company's claim of delivering hour-by-hour forecasts at a street-block spatial resolution, incorporating satellite imagery data, addresses a pain point for utilities and large fleet operators planning multi-million dollar infrastructure investments [electrotempo.com, retrieved 2024]. This focus on medium and heavy-duty vehicle electrification, particularly for ports and logistics hubs, is a narrower, more technical segment than general passenger EV planning [Buoyant Ventures, Aug 2023]. The edge is durable if the company continues to refine its models with proprietary data from early deployments, but perishable if larger players with more resources decide to build or acquire similar predictive capabilities.
The company's exposure lies in its limited scope and potential channel conflict. It does not provide the operational software layer that manages charging sessions, billing, or maintenance, creating an integration point that competitors like Tridens could exploit by adding planning modules to their existing suites. Furthermore, its go-to-market relies on convincing utilities and large property owners to adopt a separate planning tool, a sale that could be circumvented if a major hardware vendor or utility software incumbent partners with or acquires a competing analytics startup. ElectroTempo's small team size, reported between 11 and 50 employees, also suggests limited bandwidth to defend against multiple competitive fronts simultaneously [Prospeo, retrieved 2024]; [careers.springtimeventures.com, retrieved 2026].
The most plausible 18-month scenario hinges on the pace of public and private infrastructure investment. If funding for fleet and port electrification accelerates, ElectroTempo's specialized focus could make it an attractive acquisition target for a larger energy management or GIS software company seeking to bolster its EV offerings. In this case, a "winner" could be a firm like Bentley Systems or Hexagon, which could integrate this planning intelligence into their existing infrastructure modeling suites. Conversely, if the market for advanced planning software consolidates slowly, ElectroTempo is a "loser" if a well-funded, full-stack platform like EV Connect decides to build a basic planning tool and bundle it for free, commoditizing the standalone analytics layer before ElectroTempo can establish an unassailable data moat.
Data Accuracy: YELLOW -- Competitor profiles and funding stages are based on public company data; ElectroTempo's differentiation is confirmed by company and investor sources.
Opportunity
PUBLIC
The opportunity for ElectroTempo is to become the primary data and planning layer for the multi-billion-dollar EV charging infrastructure buildout, a role that could command a premium valuation as a critical, embedded intelligence provider.
The headline opportunity is to establish ElectroTempo as the default infrastructure planning platform for regulated utilities. This outcome is reachable because utilities face a unique, high-stakes challenge: they must invest billions in grid upgrades to support electrification, but their capital expenditures are subject to regulatory approval based on demonstrable need. ElectroTempo's granular, block-level demand forecasts provide the evidence utilities require to justify these investments to public utility commissions [Technical.ly, Apr 2024]. By embedding its analytics into the utility planning workflow, the company could become a de facto standard, locking in long-term, high-value SaaS contracts as utilities repeatedly use the platform to plan for different service territories and vehicle segments. The early work with utilities cited in coverage provides a tangible entry point for this path [Technical.ly, Apr 2024].
Two distinct growth scenarios outline how the company could scale from its current 13 customers to a dominant position.
| Scenario | What happens | Catalyst | Why it's plausible |
|---|---|---|---|
| Utility Regulatory Mandate | State public utility commissions begin requiring utilities to submit EV infrastructure plans using standardized, data-driven models. ElectroTempo's platform is adopted as the approved or recommended tool. | A major state like California or New York issues new EV infrastructure planning guidelines that emphasize granular forecasting. | The company's focus on utilities and public agencies is explicit [F6S], and its technology is purpose-built for this regulatory use case. Early public-sector customers like Broward County demonstrate traction in regulated environments [citybiz]. |
| Port & Fleet Vertical Domination | The company becomes the exclusive planning partner for major port operators and logistics fleets transitioning to zero-emission vehicles, managing their entire electrification roadmap. | A landmark contract with a top-10 U.S. port, like the Port of Virginia (a cited partner), is publicly announced as a full-scale deployment [Technical.ly, Apr 2024]. | ElectroTempo already markets tailored solutions for ports and heavy-duty fleets, citing cost and emissions reduction [electrotempo.com/port-and-terminal-operators/, retrieved 2026]. The complexity of fleet electrification at scale creates a high barrier to entry for generic tools. |
What compounding looks like is a classic data network effect. Each new utility or fleet customer contributes localized usage patterns and infrastructure data. This proprietary dataset continuously refines the accuracy of ElectroTempo's forecasting algorithms, particularly for niche segments like medium-duty trucks or specific geographic regions. In turn, more accurate forecasts reduce risk for the next customer, creating a reinforcing cycle where the platform's predictive value increases with adoption. The company's use of satellite imagery to track EV trips suggests an early focus on building this unique, non-public data layer [Technical.ly, Apr 2024]. While still nascent, this flywheel is the mechanism that could transform a planning tool into an indispensable intelligence asset.
The size of the win can be framed by looking at comparable SaaS businesses embedded in critical infrastructure workflows. A relevant, though larger, public peer is Itron, a provider of hardware and software for utility resource management, which trades at approximately 3.5x forward revenue. For a pure-play SaaS company in a high-growth niche, a more aggressive multiple in the range of 8-12x revenue is plausible upon reaching scale. If ElectroTempo executes on the utility regulatory mandate scenario and captures a meaningful portion of the North American utility market for EV planning software,a serviceable addressable market that could reach several hundred million dollars annually,achieving $50 million in annual recurring revenue is a credible mid-term goal. At a 10x revenue multiple, that scenario implies a potential enterprise value of $500 million (scenario, not a forecast).
Data Accuracy: YELLOW -- Opportunity sizing is inferred from comparable companies and market logic; specific TAM and growth rate data for the EV planning software sub-sector is not publicly available from cited sources.
Sources
PUBLIC
[Technical.ly, Apr 2024] ElectroTempo develops analytics to help counties, utilities electrify | https://technical.ly/entrepreneurship/electrotempo-electric-vehicle-analytics/
[electrotempo.com, retrieved 2024] Home - ElectroTempo | https://www.electrotempo.com/
[its.berkeley.edu, retrieved 2026] Dr. Ann Xu | Institute of Transportation Studies - UC Berkeley | https://its.berkeley.edu/people/dr-ann-xu
[stonybrook.edu, retrieved 2026] Patrick Finch background | https://stonybrook.edu/
[LinkedIn, Aug 2023] Co-founders are Patrick Finch and Yanzhi (Ann) Xu | https://www.linkedin.com/company/electrotempo
[citybiz, retrieved 2026] ElectroTempo customers | https://citybiz.co/
[Finsmes, Aug 2023] ElectroTempo Raises $4M in Seed Funding | https://www.finsmes.com/2023/08/electrotempo-raises-4m-in-seed-funding.html
[Utility Dive, Jan 2022] ElectroTempo pre-seed round | https://www.utilitydive.com/
[Perplexity AI, retrieved 2024] ElectroTempo product brief | https://www.perplexity.ai/search/electrotempo-brief-sonar-pro
[Buoyant Ventures, Aug 2023] Buoyant Ventures leads ElectroTempo seed round | https://buoyant.vc/
[electrotempo.com/port-and-terminal-operators/, retrieved 2026] Port and Terminal Operators - ElectroTempo | https://www.electrotempo.com/port-and-terminal-operators/
[Grand View Research, 2023] U.S. Electric Vehicle Supply Equipment Market Size Report | https://www.grandviewresearch.com/industry-analysis/us-electric-vehicle-supply-equipment-market-report
[Utility Dive, 2023] EPA Clean Trucks rule coverage | https://www.utilitydive.com/news/epa-clean-trucks-rule-heavy-duty-vehicles/647172/
[Department of Energy] Bipartisan Infrastructure Law and Inflation Reduction Act | https://www.energy.gov/
[EV Connect] EV Connect company information | https://www.evconnect.com/
[Tridens] Tridens EV charging software | https://www.tridens.com/
[Prospeo, retrieved 2024] ElectroTempo company profile | https://prospeo.io/
[careers.springtimeventures.com, retrieved 2026] ElectroTempo team size | https://careers.springtimeventures.com/
[F6S] ElectroTempo - F6S | https://www.f6s.com/electrotempo
Articles about ElectroTempo
- 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.