LFR provides independent observation of battery response organisation, sensor visibility and public grid duty, using the telemetry and public records already available. Beside your SOH, never instead of it. Never a verdict.
For asset review · technical due diligence · portfolio comparison · risk assessment
SOH, alarms and dispatch logs each answer their own question well. They do not necessarily show how response is distributed inside the asset, whether the same internal bearer repeatedly carries it, or what the sensor arrangement was capable of resolving.
Describes retained capability: how much of the reference performance remains.
Record threshold crossings: the moments a monitored value left its band.
Record instructions and delivery: what was asked of the asset and what it returned.
A battery can meet its headline metrics while the physical duty beneath them changes. LFR measures that layer across internal telemetry, sensor visibility and public grid operation.
Each returns a bounded measurement record on data you already hold or data that is already public. The method is documented inside every report; what you buy is the record.
A bounded review of how response is organised across available cell- or module-level telemetry.
Battery entry → On your instrument designA measured account of what the existing cadence, resolution and channel set can and cannot resolve.
Battery entry → On public recordsA recomputable record of how connected storage is seen operating in public balancing data.
See the live ledger →Every engagement returns the same artifact class, judged on the same five properties.
Battery telemetry can be read as more than state. We observe response organisation: who carries constrained roles, whether substitutes remain visible, and what the available sensor grid can actually resolve. Observation layer only — never SOH, RUL, safety, fault, or remaining-life.
A product entry for continuity reports, periodic observatory service, and sensor visibility audits. It returns measurement records and evidence boundaries, not verdicts.
A single controlled cell observed as an organisation rhythm: response arcs, role melody, fragile windows, and memory wake. The reproducible metrology basis for “same SOH, different organisation.”
Scalar-matched cells played side by side. The demo asks whether a single score leaves out visible relation-shape differences; product claims require the audited report layer.
Matched cell pairs mapped by scalar distance, organisation residual, life stage, and later trajectory. The page is a visual prototype, not a residual-value or warranty claim.
A local real-time sensing runtime coupling non-semantic audio perception, phase-lock, memory field, ethical tension, and permission to manifest. Depth vision and system self-perception remain optional paths.
The same organisation lens, now on public balancing data. Every visible BM Unit is positioned against its same-class peers, so an asset holder can ask one direct question: is one of mine quietly becoming a concentrated bearer of coordination others are not carrying? Public Elexon BMRS + NESO read. Not asset health, dispatch causality, or a reliability forecast.
Dated system cards, anonymous public-duty archetypes, source capability, maturity horizons, reproducible methods, and the explicit boundary between a public question and an internal answer.
Public BMRS accepted actions reveal how each asset is called: persistently, briefly, direction-switching, or episodically. The public lens shows the anonymised fleet field and what a footprint can justify asking; a named cadence profile is produced under authorisation, checked against your own instrumentation.
Public half-hour NESO data replayed as a moving power-flow organisation projection: the system-level field behind which individual assets carry their share.
Each service returns the same artifact class: a bounded measurement record where every figure carries its null, its detection floor, and a recompute path. The record complements, never replaces, your SOH. We take no side and issue no verdict; that is what lets every party point at the same record.
Discuss a datasetA warranty or transaction dispute needs a record both sides can recompute without trusting either side — or us. We measure response organisation and sensor visibility on the agreed data and return the record. We sell the measurement, never the ruling.
A second column beside SOH: what the organisation layer shows, what stayed below the measured floor, and what is honestly marked unobserved because the pack never entered that region. The boundary sheet travels with every figure.
Two packs with matching scores can carry different organisational histories. We compare biography trajectories within the sensor floor: a compatibility reading for pairing decisions, never a health or lifetime verdict.
Delivery forms: a one-off continuity report or a periodic observatory service on your recurring data; the sensor-visibility audit is available standalone (see Products above). Data boundary: transfer method, retention, confidentiality, and output scope are agreed before any dataset is received.
Short records from work already underway. Interpretation follows observation; unresolved structure remains unresolved.
In a real BMS record, a whole-pack response body does not remain one fixed organisation through use.
BMS Research Observatory / a real-vehicle record / per-cell voltage and temperature channels
Scalar-matched battery pairs can occupy different observed response organisations.
Battery Organisation Observatory / Mirror Live Skin and Residual Atlas
Organisation changes around visible transition can remain observable without resolving a material mechanism.
ECI 72 Materials Workspace / DEM pipeline, 72 runs across six inclusion fractions
In a lab pack under WLTP, cells quietly lock into fixed roles, while flat capacity shows nothing.
Pack Reachability / a controlled lab pack, role-flow and possibility corridor
In local Alethia runtime probes, captured audio and phase-lock are recorded alongside field familiarity, tension, coherence, and permission.
Alethia / real-time audio runtime / 120 second baseline and intervention probes recorded 2026-05-09
Three observation eyes behind the products: a controlled lab cell, a lab pack under WLTP, and a real vehicle. Each evidenced on real data, none replacing SOH.
Cycler-collected 18650 cells observed for recurrence, residual, and role separation. The reproducible metrology basis for “same SOH, different organisation.”
Open controlled experimentsA 36-cell lab pack under WLTP, observed as role reachability and a possibility corridor: which cells carry load, whether substitutes remain, and where roles lock — invisible to flat pack capacity.
A local real-time runtime with recorded audio probes, phase-lock, memory-field influence, ethical tension, and permission gating; additional physical modalities remain in development.