defex.
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00 DEFEX · YRD FACTORY VISION INFRASTRUCTUREDEFEX · 长三角工厂视觉基础设施

the defect
is the mark.瑕疵
即是 标记.

Jetson-powered defect inspection for the Yangtze River Delta. ~$5,000 to deploy. Built for foreign-invested SMEs where Cognex and Keyence don’t fit on a plant manager’s discretionary spend.Jetson 边缘 AI 缺陷质检 · 长三角。 部署成本约 $5,000。专为外资中小工厂打造 — Cognex、Keyence 不愿降价的那片市场。

Request a pilot  →申请试点  → See the math查看定价
1 line in production · textile factory, Uzbekistan · May 20261 条产线已投产 · 乌兹别克斯坦纺织厂 · 2026 年 5 月
FIG.01 // LIVE INSPECTION
defex.scan fp16 · 30 fps
status idle thru 0 fails 0 up 00:00
LINE 03 LIVE
01 problem问题 2–3% leaves the line defective2–3% 缺陷品流出产线

Small factories lose 2–3% a day. Nobody sells them a fix.中小工厂每天损失 2–3%。没人为他们提供方案。

Inspectors miss. Fatigue hits at hour four. 2–3% of output leaves the line with a defect no one flagged.人工会漏检。第四小时疲劳袭来。2–3% 的产品带着无人察觉的瑕疵流出产线。

The fix exists, just not for them. Cognex $30K–100K. Keyence $40K+. Domestic challengers (微亿智造, 创新奇智) $80K–200K. None go below five figures.方案存在，但不为他们准备。Cognex $30K–100K。Keyence $40K+。国产挑战者（微亿智造、创新奇智）$80K–200K。没人愿意降到五位数以下。

Edge AI changed the math. OpEx-priced edge AI finally fits inside plant-manager discretionary spend.边缘 AI 改变了经济账。按运营开支定价的边缘 AI，终于落进了厂长的可自由支配预算。

Cognex $30K – 100K enterprise vendor面向大企业
Keyence $40K + enterprise vendor面向大企业
defex $5,000 + $350 / mo+ 每月 $350 managed全托管
02 what defex isdefex 是什么 under one day to install1 天内部署完成

An inspection layer that doesn’t need a person.无需人工的 质检层。

fig.a / install

install安装

Camera mounted. Hardware trigger via GPIO. Modbus TCP into your existing PLC. Under one day, no IT project.相机安装到位。GPIO 硬件触发。Modbus TCP 接入您现有的 PLC。1 天完成，无需 IT 项目。

fig.b / train

train训练

YOLOv8 trained on your defects from your samples. TensorRT FP16 on the NVIDIA Jetson — 30 fps on-device, sub-50 ms decisions. No cloud.在您的瑕疵样本上训练 YOLOv8。NVIDIA Jetson 上 TensorRT FP16 推理 — 30 帧/秒，50 毫秒内出结果。无云端。

fig.c / monitor

monitor监测

We watch the model from afar. Quarterly retrain on your line data. Drift alarms. Your line just runs.我们远程监测模型。每季度基于您的产线数据重训。漂移告警。您的产线只管运行。

03 the cost成本 10–30× less than enterprise比企业方案便宜 10–30 倍

One line. $5,000.一条产线。$5,000。

fig.02 / quote
$5,000 station 工位
$350 / month · model, monitoring, retraining, support / 月 · 模型、监测、重训、支持
we own the hardware after install · one line, one number硬件安装后归我们所有 · 一条产线，一个数字
  • $2,500 deposit on PO signing (50%)$2,500 签订 PO 时支付定金（50%）
  • 28 days free pilot — benchmark customer only28 天免费试点 — 仅限灯塔客户
  • 30 days cancellation notice, any month30 天解约通知，任何月份
  • No capex, licences, or yearly contracts无固定资产投入、许可证或年度合同

First-year revenue per line ≈ $9,300 — about what one shift of escaped defects costs a 500-worker plant.首年每条产线营收 ≈ $9,300 — 大约相当于一个 500 人工厂一班漏检瑕疵的损失。

three SKU tiers — single-cam, dual-cam, full line →三档 SKU — 单相机、双相机、整线 →

04 talk to us联系我们 reply inside one working day1 个工作日内回复

Tell us about your line.告诉我们 您的产线。

Or write us directly —或直接联系我们 — hello@buildcored.com

request a pilot →申请试点 →