Parts per billion.

CATL makes 39% of the world’s EV batteries and claims one bad cell per billion. This is how its factories work toward that number, and what it costs.

Battery manufacturing, 1991 to 2026Sources in English, Chinese and JapaneseAbout 6 minutes

One bad cell can cost billions

In 2021, GM recalled about 140,000 Chevy Bolts after battery fires. The cause was two defects in the same LG cell: a torn anode tab and a folded separator.

An EV pack holds 100 to 200 cells or more. At one bad cell per million, a million cars carry hundreds of hidden defects.

What escaped cell defects cost
$2.0B
Chevy Bolt recall, 2021
5 weeks
Ford F-150 line halt, 2023
295,000
China battery recalls, 2024

Sources: CNBC; Automotive Logistics; China’s 2024 recall report.

CATL claims one bad cell per billion

CATL’s extreme manufacturing (极限制造, jíxiàn zhìzào) program claims one escaped defect per billion cells, at one cell every 1.7 seconds. The figure comes from CATL, and no one has audited it independently. All three battery plants in the World Economic Forum’s Lighthouse Network are CATL’s, and the forum’s citation for Ningde repeats the number.

Founder Zeng Yuqun says many rivals that claim one in a million are really at one in a thousand to one in ten thousand.

Cells made per escaped defect
Bar length shows the number of zeros.
Zeng on rivals
1 in 10,000
Industry claim
1 in a million
CATL claim
1 in a billion

Sources: Zeng Yuqun at the 2024 World Power Battery Conference; CATL and WEF Lighthouse citations.

A black CATL battery pack on a display table, with model trucks beside it
A CATL battery pack on the company’s stand at IAA Transportation, Hanover, 2024. Photo: Matti Blume, CC BY-SA 4.0.

Every layer inside a cell can fail

A prismatic cell is an aluminum case around a wound roll of three thin layers: cathode foil, separator film and anode foil. The Bolt fires started in two of them.

A blue rectangular CATL lithium iron phosphate battery cell with two terminals on top
A CATL lithium iron phosphate cell rated at 302 amp-hours. Photo: Aeroid, CC BY-SA 4.0.
The parts of a CATL cell and their tolerances
Aluminum case
Laser-welded shut, then tested for helium leaks.
Cathode coating
Held to ±0.5 µm. A human hair is about 70 µm. If the coating drifts, the line stops itself.
Separator film
A plastic film a few microns thick. A folded separator was one of the two Bolt defects.
Anode foil
Copper 4.5 µm thick, where the industry standard is 6 µm. Thinner foil holds more energy and tears more easily.
Winding
The three layers are wound to ±0.2 mm over 10 meters of electrode.

Sources: Zeng Yuqun via Sina Finance, April 2026; LatePost Auto, March 2023; CATL.

Coating is the riskiest step

Machines spread active material onto metal foil along lines tens of meters long, and the layer must stay within microns the whole way. Researchers rank it the riskiest step in cell production. CATL coats at 100 meters a minute, against about 60 elsewhere, according to LatePost Auto.

A steel coating machine for battery electrodes with rollers and adjustment wheels
A coating machine for lithium-ion battery electrodes. Photo: RudolfSimon, CC BY 3.0.

The slowest step comes last. In formation and aging, the factory charges each cell for the first time, then watches it for up to two weeks. That can take up to 30% of the cost of a cell, according to a 2019 study in Joule.

Sensors check every cell at every step

A leading global rival’s line has about 3,900 data points. Every CATL cell carries a printed code that links it to its production data for up to 20 years.

How CATL watches its lines
6,800+
Data points per line
400+
Camera frames a second
100+
Checks per cell

Sources: LatePost Auto; Intel case study; D1EV.

The winding process changes 200 times a week

CATL’s engineers have written down about 1,000 process tricks (工艺诀窍, gōngyì juéqiào). At 2022 revenue, each 0.01% of yield was worth about ¥30 million.

Ni Jun, CATL’s co-president for manufacturing: “Friends can take away equipment models, but not the entire system.”

CATL against the industry
CATLIndustry
Overall cell yield93.5%87–89%
Winding yield99.8%About 97%
New plant to target yield45 days6–9 months
Winding changes a week200+About 60

Source: LatePost Auto, “Manufacturing CATL,” March 2023. The weekly figure compares CATL with one named rival.

A team of 500 is paid to find failures

CATL keeps an adversarial group (对抗组, duìkàng zǔ) of about 500 people whose target is to find ways a product can fail. Zeng said of them in 2026: “They are the most unpopular people in the company, but I am their most direct leader.”

Battery prices fell 93% in 15 years

MIT researchers found that cell prices fall about 20% each time total production doubles. More than half of the drop came from research, mostly in chemistry.

Average battery pack price, per kWh
2010
$1,474
2013
$780
2016
$345
2019
$207
2021
$141
2025
$108

Source: BloombergNEF, in real 2025 dollars.

The same pack costs more outside China

The chemistry is published and the equipment is for sale. One difference is yield. A new gigafactory throws away 15 to 30% of its output in its first years, at about €30,000 a day for each point, according to Fraunhofer.

Average pack price in 2025, per kWh
China
$84
North America
$121
Europe
$131

Source: BloombergNEF.

Northvolt never got its yield up

Northvolt was Europe’s leading battery start-up. At one point about 80% of its output was scrap. A Chinese executive told KrAsia his teams reach 96% yield in four months, a claim from one person. Northvolt went bankrupt within a year of losing BMW’s order.

Northvolt in three numbers
$15B
Money raised
About 70%
Yield after 4 years
€2B
BMW order cancelled, 2024

Sources: KrAsia; Electrek.

CATL learned quality from Apple and BMW

Zeng’s first company made phone batteries for Apple. BMW then chose the same team for its electric car cells, and the team learned car-grade quality inside BMW’s program.

How CATL got its start
  1. 1999Zeng Yuqun founds ATL in Hong Kong on a Bell Labs battery license. It becomes an Apple supplier.
  2. 2010BMW picks ATL for its electric car cells and places its own engineers inside the program.
  3. 2011Zeng founds CATL in Ningde (宁德, Níngdé) and hires Bob Galyen, battery chief of GM’s EV1, as technology chief.
  4. 2016–19China’s battery whitelist ties subsidies to local cells and sidelines Korean and Japanese makers.
  5. 2017CATL passes Panasonic as the world’s largest EV battery maker.

Source: Whitfield and Wuttke, Progress in Economic Geography, 2026.

Japan invented the lithium-ion battery and lost the market

Sony sold the first lithium-ion battery in 1991, and Japan made about 90% of the world’s supply in the 1990s. In 2020 Panasonic declined to supply Tesla’s Shanghai plant, and Tesla turned to CATL and LG. By 2024 Panasonic’s world share was 3.9%.

The system has costs

In 2024, a leaked notice asked senior staff to work 8 a.m. to 9 p.m., six days a week, for 100 days. CATL denied it; employees confirmed it to reporters. Line operators’ base pay is ¥2,600 to ¥2,900 a month.

In September 2024, a fire broke out in a building at CATL’s Ningde base. No one was hurt. Zeng called it “not a big problem” (问题不大, wèntí bù dà).

The lesson

Every method here has a lean name: jidoka, standard work, kaizen, hansei. CATL’s difference is the pace, and its workers pay part of the cost. China’s new battery standard, GB 38031-2025, took effect in July 2026. It requires no fire or explosion for two hours after a cell overheats, and it will test the claim.

Frequently asked

What is CATL’s extreme manufacturing (极限制造, jíxiàn zhìzào)?
It is CATL’s program to cut escaped battery cell defects from parts per million (PPM) to parts per billion (PPB) while making a cell every 1.7 seconds. It uses AI camera inspection at more than 400 frames a second, more than 6,800 data points per line, lines that stop themselves when a coating drifts by 0.5 micrometers, and a trace record for every cell for up to 20 years. The PPB figure comes from CATL and is repeated in World Economic Forum Lighthouse citations. No one has audited it independently.
Is the parts-per-billion claim real?
It is a company claim. All three battery factories in the WEF Global Lighthouse Network are CATL plants, and the WEF citation for Ningde describes "a defect rate per billion count at the speed of 1.7s per cell." Founder Zeng Yuqun has said most rivals that claim PPM are really at one in a thousand to one in ten thousand. Independent reporting by LatePost Auto found higher yields at CATL: 93.5% overall, against 87 to 89% for the industry.
Why is battery manufacturing so hard on quality?
The tolerances are measured in micrometers, and the product stores energy. Electrode coatings must stay within microns along coating lines tens of meters long. CATL uses 4.5-micrometer copper foil where the industry standard is 6. Cells are built in dry rooms under 1% humidity because lithium reacts with water. Formation and aging, the step that finds hidden defects, can take up to 30% of cell cost. One escaped defect can cost billions: GM’s Chevy Bolt recall, about $2.0 billion, traced to a torn anode tab and a folded separator in the same cell.
How big is CATL?
CATL has been the world’s largest EV battery maker for nine years in a row, according to SNE Research. In 2025 it installed 464.7 GWh, 39.2% of the world market, and CATL and BYD together supplied 55.6%. CATL’s 2025 revenue was RMB 423.7 billion, with about $10 billion in net profit.
What happened to Northvolt, and why does it matter here?
Northvolt was Europe’s leading battery start-up and raised about $15 billion. It failed largely on yield: about 70% after four years. One Chinese battery executive told KrAsia his teams reach 96% in four months. At one point about 80% of Northvolt’s output was scrap. BMW cancelled a €2 billion order in June 2024, and bankruptcy followed. Northvolt shows that battery chemistry is public, while process discipline is hard to copy.
Where did CATL’s manufacturing capability come from?
Mostly from consumer electronics. Zeng Yuqun’s first company, ATL, founded in 1999 on a Bell Labs license, spent a decade supplying Apple. BMW chose ATL for its EV program in 2010 because of that record and kept its own engineers inside the program. Zeng founded CATL in 2011 and hired the battery chief of GM’s EV1 as technology chief. China’s 2016 to 2019 battery whitelist then gave CATL protected volume. Whitfield and Wuttke document this in Progress in Economic Geography (2026).
What does this have to do with lean manufacturing?
The methods have Toyota names. A line that stops itself at a 0.5-micrometer coating drift is jidoka. Sensors with the authority to stop the line are andon. About 1,000 written process tricks are standard work. More than 200 changes a week to one process is kaizen. A 500-person team paid to find failure modes builds hansei into the company. The guide also counts the costs: long-hours disputes, low operator pay and overcapacity.
What is GB 38031-2025?
China’s new mandatory battery safety standard, in force from July 2026. It replaces the old rule of five minutes of warning before a fire with no fire and no explosion for two hours after thermal runaway. It also adds bottom-impact tests and tests after repeated fast charging.

References

Every statistic in this guide traces to one of the sources below · data as of 2026-07-11. Chinese and Japanese titles are given as published.