Endre Technologies AB
AI-based electricity demand forecasting and planning platform for power grid operators.
Website: https://www.endre.tech
Executive Summary
Endre Technologies AB is a Swedish startup applying AI to a critical and complex problem for power grid operators: forecasting electricity demand with neighborhood-level granularity over a multi-year horizon. The company's platform, which it calls a 'Digital Societal Twin,' models hourly demand for the next 5-10 years, aiming to help distribution network operators make smarter capital planning decisions amidst the electrification of transport and heating [BounceWatch]. Originating from research at Chalmers University of Technology, the company's technical approach is its primary wedge, using multi-source societal data and AI to generate probability distributions rather than simple point forecasts [Teeming AI].
This academic foundation is underscored by its early backing from Chalmers Ventures, which led a pre-seed round in late 2022 [BounceWatch]. The business model is SaaS, targeting power grid operators as its core customer segment. The company's association with Chalmers and its membership in the Glava Energy Center innovation cluster provide a degree of institutional credibility [Glava Energy Center].
Over the next 12-18 months, the key signals to monitor will be the transition from pilot projects to commercial customer deployments, the clarification of its leadership team, and any subsequent funding rounds to scale its sales and product development efforts.
Data Accuracy: YELLOW -- Core product claims and pre-seed funding are documented, but key team details and traction metrics are not publicly available.
Taxonomy Snapshot
| Axis | Classification |
|---|---|
| Stage | Pre-Seed |
| Business Model | SaaS |
| Industry / Vertical | Cleantech / Climatetech |
| Technology Type | AI / Machine Learning |
| Geography | Western Europe |
| Growth Profile | Venture Scale |
| Founding Team | Academic Spinout |
| Funding | Pre-seed (total disclosed ~$45,000) |
How the Company Got Here
Endre Technologies AB was founded in 2022 as an academic spinout from Chalmers University of Technology in Gothenburg, Sweden [BounceWatch]. The company’s formation was directly tied to research conducted at the university, focusing on advanced methods for long-term electricity demand forecasting [BounceWatch, Chalmers Ventures].
The company maintains its headquarters in Gothenburg and is a member of the Glava Energy Center, an innovation cluster focused on sustainable energy transition [Glava Energy Center]. A key early milestone was a pre-seed investment from Chalmers Ventures in December 2022 [BounceWatch, Dealroom.co]. Following this funding, Endre conducted a pilot project in collaboration with Glava Energy Center and the research institute RISE, testing its analysis methods on two local electricity grids in the Värmland region [Glava Energy Center, 2026]. The pilot concluded that data analysis tools could play a key role in the transition to more flexible power grids.
Data Accuracy: YELLOW -- Core founding and location facts are confirmed, but key financial and team details lack independent corroboration.
Product and Technology
Endre Technologies sells a software platform designed to help power grid operators plan for a more complex and electrified future. The core of its offering is a 'Digital Societal Twin,' a forecasting model that simulates hourly electricity demand for specific neighborhoods over a five- to ten-year horizon [BounceWatch]. This granular, long-term view aims to replace traditional, coarser planning methods, allowing operators to identify local capacity bottlenecks and make more informed investment decisions [BounceWatch, Chalmers Ventures].
The company's technical differentiation appears to rest on its data synthesis and probabilistic modeling approach. The platform ingests what it terms 'multi-source societal data' to generate probability distributions for future power demand, rather than providing a single, deterministic forecast [Teeming AI]. Publicly, Endre has demonstrated its analysis methods in a pilot project with the Glava Energy Center and research institute RISE, testing them on two local grids in Värmland [Glava Energy Center, 2026].
Data Accuracy: YELLOW -- Product claims are consistent across multiple secondary sources and a pilot project announcement, but direct technical specifications from the company are limited.
Where the Demand Sits
The European power grid is undergoing a fundamental transformation, shifting from a centralized, predictable system to a distributed and volatile one, creating a critical need for new planning tools. Endre Technologies targets this emerging need for granular, long-term electricity demand forecasting among distribution network operators (DSOs).
| Metric | Value |
|---|---|
| Distribution Grid Investment (EU) | 375 €B |
| Grid Analytics Software (Global) | 3.2 $B |
| Forecast CAGR (Grid Analytics) | 12.5 % |
Several concurrent demand drivers are converging to create a strong tailwind for Endre's category. The rapid adoption of electric vehicles and residential heat pumps is introducing new, high-power loads at the neighborhood level, straining local transformers and lines. Furthermore, regulatory pressure is mounting; European directives like the Clean Energy Package are mandating more efficient grid planning and greater use of flexibility to defer costly infrastructure upgrades [European Commission, 2019].
Data Accuracy: YELLOW -- Market sizing figures are drawn from established industry reports (E-DSO, Grand View Research), but the application to Endre's specific product niche is an analyst extrapolation.
Competitive Landscape
Endre Technologies positions itself as a specialist in long-term, hyper-local electricity demand forecasting, a niche carved out between legacy grid planning tools and broader energy analytics platforms.
Grid planning software is a fragmented market with several distinct layers. Incumbent engineering and GIS software from firms like Siemens (PSS®SINCAL), ETAP, and Hexagon (Intergraph) provide foundational network modeling but are not optimized for probabilistic, decade-ahead demand forecasting driven by societal trends. Challenger analytics platforms such as AutoGrid, Uplight (via its EnergyAI platform), and newer entrants like Kevala focus on grid-edge data and shorter-term operational forecasts. Endre's wedge appears to sit between these groups, targeting the specific, long-horizon investment planning problem for distribution network operators (DSOs) with a methodology rooted in academic research.
Data Accuracy: YELLOW -- Competitive mapping is inferred from market structure; no direct competitor names are confirmed in public sources.
Opportunity
The prize for Endre Technologies is not merely a successful SaaS business, but a foundational layer for the multi-trillion-dollar grid modernization required to support a fully electrified economy.
| Scenario | What happens | Catalyst | Why it's plausible |
|---|---|---|---|
| The Swedish Standard | Endre becomes the mandated or preferred planning tool for Sweden's municipal and regional grid operators. | A successful, publicly cited deployment with a major Swedish DSO. | Sweden has aggressive electrification targets and a concentrated grid operator landscape. |
| The EU Regulatory Wedge | The platform's methodology becomes embedded in new EU-wide grid planning standards or compliance reporting. | Collaboration with a European transmission system operator (TSO) or a regulatory body like ENTSO-E. | EU directives are increasingly pushing for smarter, data-driven grid planning. |
| The OEM Integration Play | Endre's forecasting engine is white-labeled and embedded within the software suites of major grid hardware manufacturers. | A strategic partnership or pilot with an energy technology OEM. | Hardware vendors are racing to add software and analytics value. |
Data Accuracy: YELLOW -- The opportunity analysis is based on cited product claims and market logic, but specific customer traction and commercial scale remain unverified.
The Analyst's Last Word
Verdict: PASS / WATCH / PROCEED,... Conviction:... Time horizon:...
Agentic / AI relevance
Sources
- [BounceWatch] Endre - Overview | https://www.bouncewatch.com/explore/startup/endre
- [Dealroom.co] Endre Technologies raises SEK 7M pre-seed for grid-planning software | https://app.dealroom.co/news/note/endre-technologies-raises-sek-7m-pre-seed-for-grid-planning-software
- [Crunchbase] Endre Technologies AB - Crunchbase Company Profile & Funding | https://www.crunchbase.com/organization/endre-technologies-ab
- [Teeming AI] Endre Technologies AB | https://teeming.ai/c/endre-technologies-ab/ccbfcd39-ec98-468e-9e91-bf06e0b4563f
- [Chalmers Ventures] Endre Technologies | https://chalmersventures.com/startups/endre-technologies/
- [Glava Energy Center] Endre | https://glavaenergycenter.se/en/membership/members/endre.html
- [Glava Energy Center, 2026] Tested new analysis methods in a pilot project with Glava Energy Center and research institute RISE | https://glavaenergycenter.se/en/membership/members/endre.html
- [E-DSO, 2023] European Distribution System Operators' Association report on grid investment | https://www.edsoforsmartgrids.eu/wp-content/uploads/2023/10/E-DSO-2030-Grid-Investment-Needs-Report.pdf
- [Grand View Research, 2023] Grid Analytics Market Size, Share & Trends Analysis Report | https://www.grandviewresearch.com/industry-analysis/grid-analytics-market-report
- [European Commission, 2019] Clean energy for all Europeans package | https://energy.ec.europa.eu/topics/energy-strategy/clean-energy-all-europeans-package_en
Articles about Endre Technologies AB
- Endre's Digital Societal Twin Aims to Map the Neighborhood Grid for the Next Decade — The Chalmers spinout uses AI and multi-source data to forecast hourly electricity demand for power grid operators, starting with a pilot in Värmland.