Diagnostic infrastructure for the battery circular economy

Battery state-of-health,
in seconds. Not hours.

Mentha builds edge AI diagnostic systems for second-life lithium-ion batteries. We replace multi-hour cycling tests with electrochemical impedance measurements that run in seconds on edge hardware — purpose-built for battery repurposers preparing for the EU Battery Passport.

Testing a second-life battery costs more than the battery is worth.

When an electric vehicle battery reaches the end of its first life, it typically retains 70–80% of its original capacity. Repurposing that battery into a stationary storage system can extend its useful life by another decade — but only if the operator can verify its current state of health, internal resistance, and self-discharge behaviour.

Today, that verification follows UL 1974 procedures: manual charge and discharge cycles, direct current resistance measurements, and capacity tests that take five to eight hours of skilled labour per module. Recent peer-reviewed analysis puts testing costs at €57 per kilowatt-hour — a meaningful share of the module’s residual commercial value.

From February 2027, every electric vehicle, light electric vehicle, and industrial battery above 2 kWh placed on the EU market must carry a Battery Passport with current dynamic state-of-health attributes. Every repurposed module needs a new passport. The existing testing infrastructure cannot meet that demand at cost.

Edge AI diagnostics for second-life batteries.

01

Electrochemical impedance, on the shop floor

Our system applies a small-amplitude excitation signal to a battery module and measures its frequency-domain response. The resulting Nyquist spectrum captures internal resistance, charge-transfer dynamics, and diffusion behaviour in seconds — the same physics used in research labs, deployable at intake.

02

Inference at the edge, not in the cloud

A compressed neural network runs on dedicated edge hardware to translate impedance spectra into state-of-health, internal resistance, and self-discharge estimates. No cloud round-trip. No vendor lock-in. Results in under five milliseconds per inference, on a device that costs less than the labour it replaces.

03

Built for the Battery Passport

Output maps directly to the dynamic data attributes required by Regulation (EU) 2023/1542 — remaining capacity, internal resistance increase, self-discharge evolution, and state-of-health. One measurement, passport-ready data, no manual transcription.

A regulated data market with a deadline.

From 18 February 2027, every battery in scope of the EU Battery Regulation must carry a digital passport with dynamic state-of-health data. Repurposers issue a new passport every time a module is placed on the second-life market. Independent, fast, edge-deployed measurement is the only way to feed this regime at industrial scale.

The market is small enough today that the right diagnostic infrastructure can be designed in close partnership with the repurposers who will define it. That window is open for the next eighteen months. We're building during it.

End-to-end pipeline operational. Real-module benchmarking in progress.

We have a working diagnostic pipeline from impedance acquisition through edge inference to passport-ready output. Current validation programme focuses on benchmarking measurement accuracy on second-life automotive battery modules across NMC and LFP chemistries.

Aligned with how repurposers actually operate.

If you repurpose batteries, we'd like to hear from you.

We're talking to second-life battery operators, integrators, and OEM partners across the UK and Europe. If you're preparing for the Battery Passport, working on testing automation, or thinking about how diagnostic data should flow through your supply chain, the conversation is worth having.

info@menthaenergy.com