Cell-by-cell traceability in LiFePO4 battery racks — the field dossier is not built by hand.

A LiFePO4 battery rack for BESS or UPS requires you to tie batch, OCV, IR and destination module to every single cell — and today that is done with spreadsheets that survive neither a utility audit nor an integrator audit. iLEAN Tracer (Edge + Connect + Agent) captures those four data points at second zero, pairs them with the cell's physical position and leaves the file per rack ready to sign. The person signs — the agent does not close the module on its own.

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LiFePO4 battery rack under assembly with an Edge camera over the cell and an iLEAN Tracer terminal showing batch, OCV and IR — cell-by-cell traceability with AI
The problem

Four data points per cell, four systems that do not talk to each other.

The traceability of a LiFePO4 battery rack — whether for a utility BESS or for a data center UPS — depends on cross-referencing four sources that in most plants each live on their own island:

  1. The cell batch — it arrives on the manufacturer's delivery note (a PDF, sometimes in Chinese or technical English), with serial number and date. The warehouse manager logs it in the ERP, but it rarely makes it down to the test bench.
  2. OCV and IR — measured by the tester (Chroma, Hioki, Maccor, Arbin) at incoming and exported to a CSV or to its own local database. Almost nobody pairs them with the real code of each physical cell.
  3. The destination module — the cell's physical position inside the rack. It is assigned on the fly, with a taped sheet of paper, a sticker or a spreadsheet kept by the shift lead.
  4. Operator and date — the signature of whoever tightened the terminal block, the day and the time. In an audit, this is the first thing asked for; on the shop floor, almost nobody records it in detail.

The result is familiar to anyone who has ever built a rack: you know what happened, but you cannot prove it. When a cell ages in the field years later, or fails in a critical UPS, the dossier has to be rebuilt by hand. And when the utility or integrator audit arrives, you have to ask for an extension.

How it fits the IRIS system

iLEAN Tracer does not replace your tester or your ERP — it seals the crack between them.

The lack of cell-by-cell traceability is not down to carelessness: it is information living on islands that, at the moment the module is assembled, never reaches the person who signs in one piece. iLEAN acts as the putty that fills those gaps, without asking you to change the incoming tester, the ERP or the assembly bench.

Edge sees the physical cell. Connect captures the data from the tester and from the delivery note. The agent cross-references the four data points per cell and leaves the file ready. The person signs — never the other way round.

The three iLEAN pieces applied to LiFePO4 cell traceability:

  • Edge — a terminal with machine vision (CNN) over the bench and over the rack. It reads the cell code (QR/DataMatrix marked by the manufacturer) and recognizes the physical position it is mounted in. It works with no network: if the plant loses WiFi, it keeps recording the reading and the position to reconcile afterwards.
  • Connect — captures OCV and IR from the tester through whichever channel it offers (exported CSV, RS232, Modbus, OPC-UA, or a photo of the panel if the equipment is old). And it captures the batch from the supplier's delivery note — whether it is a PDF, an email or a WhatsApp from the sales rep — at second zero.
  • Tracer agent — the brain: it cross-references batch + OCV + IR + position + operator + date for every cell, validates that the module closes with cells inside the allowed binning, and builds the dossier per rack automatically. If a cell is moved from its position without being recorded, it holds the module and raises an alert. The person signs — the system does not close on its own.

See the full IRIS architecture →

Before and after

Manual traceability vs. cell-by-cell traceability with iLEAN Tracer

AspectSpreadsheet + label + isolated testerWith iLEAN Tracer (Edge + Connect + Agent)
Cell batchDelivery note PDF in the warehouse, never reaching the benchCaptured from the delivery note and paired with each physical cell
OCV / IRTester CSV, unpaired with the cell codeRead from the tester and bound to the cell code in real time
Position in the rackTaped paper, marker pen, the shift lead's spreadsheetEdge sees the physical position as it is mounted — no paper
Reordering or rejection“The operator knows” — never in the dossierEdge sees the move; the agent records it with reason and photo
Dossier per rackRebuilt by hand, days, almost never adds upGenerated at second zero, ready for audit
Utility / integrator auditAsk for an extension and prayPrint the file and hand it over
Impact estimate

Impact estimate for your plant — to be validated with your numbers.

The block below is an estimate to be validated with the specific data of your plant. We put it forward so the committee has an order of magnitude; we refine it during the diagnostic.

  • A LiFePO4 rack assembly line (prismatic format 280–314 Ah or another), mid-range volume, with an incoming tester already installed and an ERP in use.
  • Tracer pilot on one bench (Edge cameras over the cell and over the rack + Connect integration with the tester + an agent that cross-references the delivery note). First value expected within a few weeks.
  • Indicative payback between 4 and 9 months, depending on the volume of racks per month and the current cost of rebuilding a dossier for an audit or a warranty claim.
  • Hard levers: ≥ 30% reduction in the time spent rebuilding the dossier per rack; elimination of penalties for incomplete traceability; access to utility/data center contracts that require cell-by-cell traceability as an entry condition.

And the quality manager's reasonable doubt

“What if the agent misreads a code or an OCV value?” — hallucination is a problem of free generation, not of anchored tasks. In tasks where the AI merely recontextualizes a piece of data from one system into another (reading a DataMatrix code, parsing a tester CSV, pairing two identifiers), the best models brought error below 1.5% [1]. And even so, what is critical is never decided alone: iLEAN holds the module when something does not add up, and the person signs. The three safety rings exist precisely for this.

[1] OpenAI paper “Why Language Models Hallucinate”, 2025 — on the reliability of AI in anchored tasks.

Frequently asked questions

What people ask about cell-by-cell traceability in LiFePO4 battery racks

Which data must be traced per cell in a LiFePO4 battery rack for BESS or UPS?

At a minimum: the cell manufacturer's batch (with its serial number and manufacturing date), OCV (incoming open circuit voltage), IR (internal resistance measured on the test bench), the destination module within the rack (physical position), and the signature of the operator who validated it. For stationary BESS add weight and rated capacity; for UPS add the electrical group the rack belongs to. That is what any serious field dossier asks for when a cell ages or fails and its history has to be rebuilt.

Why does cell-by-cell traceability break with the classic spreadsheet-and-label method?

Because every piece of data lives on its own island: the batch arrives on the supplier's delivery note (a PDF), the OCV/IR comes out of a tester with its own exported spreadsheet, the destination module is assigned with a marker pen and a sheet of paper taped to the rack. The moment there is a shift change, a sheet goes missing or cells get reordered, the chain snaps. When a cell fails in the field years later and you need to know which batch it came in with, in many shops people know… but they cannot prove it. The dossier is rebuilt by hand and almost never adds up 100%.

How does iLEAN Tracer capture the OCV and IR of each cell without changing the tester?

iLEAN Connect hooks into the tester (Chroma, Hioki, Maccor, Arbin, whatever you have) through whichever channel it offers — exported CSV, RS232, Modbus, or a photo of the panel if it is old equipment. It reads OCV and IR and pairs them with the cell code read by the Edge at the workbench itself. You do not have to change the tester, the ERP or the MES. Tracer fills the gap between them.

What happens with cells that get reordered or rejected on the test bench?

That is the most frequent case and the one that breaks manual traceability the most. iLEAN Edge sees each cell physically — it goes into the bench, comes out graded, and heads for the rack or for rejection. The agent closes the loop: every cell that enters the rack has its OCV/IR pair + batch + position; every rejected cell stays in the rejection dossier with a photo and a reason. If an operator picks up a cell and puts it out of order, the agent detects it and warns before the module is closed. The person signs — the system does not resume on its own.

Is this good enough for an audit by a UPS manufacturer or a BESS integrator?

Yes — that is exactly what it is built for. The file per rack is generated automatically: a list of cells with their batch, OCV, IR, position, photo, operator and date. When the audit comes from the integrator or from the end customer (a utility, a data center, a hospital with critical UPS), nothing has to be rebuilt: you print the dossier. The strong economic lever is not only avoiding penalties — it is being able to bid for contracts where cell-by-cell traceability is an entry requirement.

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