SeamStream — IoT Smart Factory Platform for Garment Manufacturing

IoT Smart Factory Platform

Garment Manufacturing × IoT × AI

From raw material to finished garment — every stitch, every second, every line monitored in real-time. Zero-Install IoT. Vision AI. Cloud MES.

IoT Devices

Data Accuracy

Units / Day

Explore Platform

service.seamstream.net/monitor

1,700+ IoT DEVICES◆ 99.9% ACCURACY◆ 17,293 UNITS/DAY◆ 1,193,202 GARMENTS TRACKED◆ PO AUTO-PARSE◆ PACKING LIST AI◆ ZERO MANUAL ENTRY◆ 7.5 MIN SETUP/LINE◆ 72 DAY BATTERY◆ 20 PRODUCTION LINES◆ 1,700+ IoT DEVICES◆ 99.9% ACCURACY◆ 17,293 UNITS/DAY◆ 1,193,202 GARMENTS TRACKED◆ PO AUTO-PARSE◆ PACKING LIST AI◆ ZERO MANUAL ENTRY◆ 7.5 MIN SETUP/LINE◆ 72 DAY BATTERY◆ 20 PRODUCTION LINES◆

data_pipeline

Four Modules. One Flow.

Raw material in. Finished garment out. Every data point connected — no manual entry, no gaps, no blind spots in the supply chain.

SeamSource

PO document parsing — upload buyer PO PDF or Excel, fields auto-extracted instantly. Material sourcing, supplier management. Zero manual entry.

Sourcing + PO Parse

SeamStock

Packing list auto-parsing — photograph or upload, Vision AI reads every line. QR scan, auto-match, real-time warehouse registration. No typing required.

WMS + Doc AI

SeamCut

Digital cutting management. Fabric input, pattern layout, bundle QR, loss-rate tracking.

Cutting

SeamLine

IoT MES. Per-second production data. Line dashboards. Bottleneck detection. QC image sharing.

MES IoT

DRAG TO EXPLORE

$ seamstream deploy --factory brebes-b --lines 20

Provisioning TAP Lite devices...

[OK] 140 TAP devices registered (7/line × 20 lines)

[OK] Local Server synced — edge relay active

[OK] Vision AI loaded on LTE warehouse terminal

[OK] Pipeline: SeamSource → SeamStock → SeamCut → SeamLine

>>> Factory ONLINE — all systems nominal

Deploy time: 7.5 min/line · Total 20 lines: 2h 30m

live_platform

See the Real Platform.

Not mockups. This is the actual system running in production across Indonesian garment factories.

service.seamstream.net/home

Style Management

342 active styles across 5 buyers. Track PO status, CBD, MCL, invoicing — all in one view.

realtime_monitor

Live Production Intelligence.

Every line, every operator, every second. SeamLine transforms IoT data into actionable intelligence — in real time.

SEAMLINE MIP // FACTORY BREBES BLDG-B // 20 LINES

LIVE

TOTAL OUTPUT

—

EFFICIENCY

TARGET 85%

DEFECT RATE

BELOW THRESHOLD

UPTIME

SLA 99.5%

ACTIVE LINES

0/20

ALL ONLINE

Line Output — Today (Units Per Line)

Hourly Trend

Top Styles

Live Feed

ai_engine

The Engine That Learns Your Factory.

From raw document to real-time alert — every step automated. No black box. You always know why.

Collect

IoT sensors stream per-second data from every workstation. PO & packing list docs parsed automatically.

IoT + Doc AI

Classify

Learning curve type assigned per style-line pair. Day-of-week coefficients applied to every target.

ML Classifier

Predict

Daily output forecasted from Day 1. Material deadlines back-calculated. Stock gaps surfaced before they happen.

Forecasting

Alert

Line drops below 70% baseline for 30 min → instant Telegram alert. Ask anything in plain language via MCP.

Real-time

Live Analysis Demo — click to run

seamstream-ai · brebes-b · 20 lines

$ seamstream analyze --factory brebes-b

1.8×

Line Output Variance

Same style · different line · measured

Learning Curve Types

Instant / Short / Mid / Long-term

70%

Anomaly Threshold

Below baseline → 30min → alert

MCP Query Tools

Ask in plain language · get data

market_position

Built for the Gap Nobody Filled.

IoT hardware + full-stack software at the price point that makes sense for real factories.

	Competitor A IoT Hardware MES	Competitor B Global SW Platform	SeamStream
Initial CapEx	$200K – $400K	$50K – $400K	~$40K
Annual SaaS	On-premise	Undisclosed	Contact us
3-Year TCO	$500K+	$200K – $300K	~$166K
HW + SW	HW only	SW only	Full-stack IoT
Deployment	3 – 6 months	2 – 4 months	1 – 2 weeks
Production Downtime	Required	Required	Zero-Install
Data Pipeline	MES only	Siloed modules	WMS→Cut→MES auto
AI Analysis	None	Planning only	IoT-data AI

1/3

the TCO of Competitor A

~$166K vs $500K+ over 3 years

10×

Faster Deployment

1–2 weeks vs 3–6 months

Zero

Installation Downtime

Production never stops during setup

roi_analysis

See Data in 2 Weeks. Payback in Months.

Numbers That Speak for Themselves. Based on 1 building, 20 lines, 17,000 garments/day. Initial investment: ~$40,000.

12-Month Net Return

First Year ROI

Average ramp speed model

24-Month Net Return

Year 2 Cumulative

Compounding efficiency gains

48-Month Net Return

Year 4 Cumulative

Full adoption model

Month 1

Data flowing. All 20 lines online. ROI analysis begins automatically.

Month 2+

Operating surplus begins. Efficiency improvements tracked per line.

Month 6

50% efficiency improvement target reached (logistic S-curve, average adoption).

Month 24

$1.5M cumulative net return. AI learning continues improving predictions.

Month 48

$3.5M cumulative. Cross-factory learning active. Full AI maturity.

Based on: 20 production lines · 17,000 pcs/day · 21 operating days/month · logistic (S-curve) efficiency adoption model. Actual results may vary by factory configuration and operator adoption rate.

iot_hardware

Place. Don't Install.

No wiring. No machine teardown. No production stop. Place the TAP Lite — data starts flowing instantly. Battery-powered, Zero-Install.

DEVICE_01

TAP Lite

QR-specialized IoT tracker. Place on any workstation — per-second data to cloud via BLE mesh. No wiring, no downtime, 72-day battery life.

BLE 5.4

Connect

72 days

Battery

7.5 min

Setup

QR+LCD

Interface

7/line

Density

10Ah

Capacity

DEVICE_02

Local Server

On-site edge relay. Caches all TAP data, syncs to cloud. Zero data loss even during internet outages. One unit per building.

WiFi+BLE

Connect

Offline

Resilience

Auto

Sync

1/Bldg

Deploy

Cache

Buffer

MQTT

Protocol

compliance

Future-Proof Compliance.

Global regulations are tightening. SeamStream's full traceability pipeline makes compliance automatic, not manual.

EU_DPP

Digital Product Passport

Effective 2027

Full material origin traceability. Every process digitally documented from yarn to finished garment.

EU_CSRD

Sustainability Reporting

In Progress

Standardized production metrics. Automatic data collection prevents manual reporting bias.

US_BUYER

Buyer Requirements

Active

Top global apparel buyers — direct data submission ready from the SeamStream dashboard.