Entroview is a deep‑tech startup that builds entropy‑based battery diagnostics software to deliver real‑time, lab‑grade State of Charge (SoC) and State of Health (SoH) insights for gigafactories, automakers and energy‑storage operators, enabling faster defect detection, extended battery life and lower test costs[3][1].
High‑Level Overview
- Mission: To bring lab‑grade battery diagnostics into production and field environments using entropy‑based physics models so batteries are safer, last longer and are used more sustainably[3][1].- Investment philosophy / Key sectors / Impact on the startup ecosystem: (Entroview is a portfolio company / product company rather than an investment firm.) It operates in the battery and energy‑storage technology sector, working directly with gigafactories, automotive manufacturers and recyclers to reduce testing time and extend battery lifespan; by commercializing deep physics diagnostics it helps accelerate industrial adoption of higher‑quality battery testing and supports circular‑economy workflows in the battery ecosystem[1][3][4].- What product it builds: Software (licensed) that uses an entropy‑based, physics‑driven algorithm to diagnose battery SoC/SoH, uncover degradation mechanisms and detect manufacturing defects in real time without requiring intrusive additional sensors[1][3].- Who it serves: Gigafactories (cell manufacturers), automotive OEMs, energy‑storage system integrators and recycling/reuse players[1][3].- What problem it solves: Replaces slow, sensor‑heavy or less precise testing methods—reducing end‑of‑line or lab test cycles from days (often ~8 days) down to hours (reports cite ~10 hours), detects early defects, improves state estimation accuracy, and enables decisions that can extend battery life and optimize reuse or recycling[3][1].- Growth momentum: Launched circa 2021, Entroview has run pilots or tests with multiple leading gigafactories and at least two European carmakers and completed a Seed round (~$1.6M) led by AFI Ventures and Rethink Ventures, positioning it for commercialization with license‑based B2B deals and industry partnerships[3][1].
Origin Story
- Founders and background: Entroview was founded in 2021 by Gaetan Depaepe (CEO) and Sohaib El Outmani (PhD researcher), combining business/entrepreneurial experience with deep academic research in thermodynamics and battery physics[3][4].- How the idea emerged: The founders met at an Ecotech forum; Sohaib’s PhD work produced an entropy‑based algorithm for battery diagnostics that had been developed with thesis advisors (one co‑creator of the lithium‑ion battery), and Gaetan (with prior energy startup experience) recognised the commercial need to move lab diagnostics into production and field contexts[3].- Early traction / pivotal moments: Early pilots with three leading gigafactories and two car manufacturers, demonstrable reductions in test time (from ~8 days to ~10 hours), and a $1.6M Seed round that validated investor interest are cited as key early validations[3][1].
Core Differentiators
- Physics‑first, entropy‑based diagnostics: Uses entropy measurements and physics‑based models (lab‑grade diagnostics) rather than purely data‑driven black‑box approaches, which enables interpretable insights into internal degradation mechanisms[3][4].- Real‑time, field‑deployable performance: Claims to convert decades‑long lab methods into software that can operate in production lines and in‑field systems, reducing test time dramatically and avoiding the need for extra hardware[1][4].- Software license model and integration focus: Offers software licensing intended to integrate with existing customer infrastructures, which supports scalable deployment across production lines and fleets[1].- Proven industrial pilots: Early adoption by gigafactories and OEMs provides domain validation and routes to commercialization[3][1].- Sustainability and circularity impact: Enables better end‑of‑life decisions (reuse/recycling) by precisely characterizing battery health, supporting environmental and cost goals[1][3].
Role in the Broader Tech Landscape
- Trend alignment: Entroview rides the intersection of electrification, battery scale‑up (gigafactories), and the move from black‑box ML to physics‑informed models for critical infrastructure diagnostics[3][1].- Why timing matters: As battery production ramps globally, manufacturers need faster, more accurate end‑of‑line tests to maintain throughput and quality; concurrently, higher regulatory and commercial attention on EV battery safety and lifecycle costs increases demand for reliable SoH/SoC diagnostics[3][1].- Market forces in their favor: Growth in EV production, investment in battery manufacturing capacity, pressure to reduce warranty and recall costs, and circular‑economy initiatives that monetize second‑life batteries all create demand for accurate diagnostics that inform reuse, warranty, and safety decisions[3][1].- Influence on the ecosystem: By lowering testing time and improving diagnostics, Entroview can raise production yields, reduce unnecessary replacements, and enable more confident battery second‑life markets—benefiting manufacturers, OEMs, recyclers and end users[3][4].
Quick Take & Future Outlook
- What’s next: Scaling deployments from pilot projects to production contracts with gigafactories and OEMs, expanding integrations with BMS (battery management systems) and test‑line software, and productizing analytics for reuse/recycling workflows are likely near‑term priorities given their current commercial positioning and license model[1][3].- Trends that will shape their journey: Wider adoption of physics‑informed diagnostics, stricter battery safety/regulatory standards, growth of second‑life battery markets, and continued investment in domestic battery manufacturing in Europe and globally will drive demand for Entroview’s offering[3][1].- Potential risks and opportunities: Risk includes competition from other diagnostics providers and in‑house OEM solutions; opportunity lies in proving consistent ROI (reduced test time, fewer defects, extended lifetime) at scale and embedding the software into OEM and gigafactory standards to become a de‑facto diagnostic layer[3][4].- How their influence may evolve: If Entroview converts pilots into standardized production deployments, it could become a backbone diagnostic supplier for battery factories and OEMs and a key enabler of more reliable second‑life markets—fulfilling its mission to industrialize lab‑grade diagnostics for broader sustainable impact[3][1].
Quick take: Entroview turns a rigorous, academic entropy method into a commercial, licenseable diagnostic stack that addresses urgent manufacturing and lifecycle problems in the battery industry; its near‑term success will hinge on scaling industrial integrations and proving repeatable cost/time savings across large production lines and fleets[3][1][4].
