NatonLab
An AI consultation firm · Hong Kong · since 2024
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Naton AI |
AI · Chain · Web · Apps · IoT · IT
Naton Lab

Technical consulting
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Consulting, staffed by intelligence.

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Applied AI, computer vision & OCR, workflow automation, web & product, IoT & hardware — five things we build.

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35-plus delivered projects, live across ten industries. Proof, not promises.

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03

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Diagnosis before technology. Humans decide, our AI departments build. Every product ships MCP-ready.

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04

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A Hong Kong AI lab and an HKSTP Ideation graduate. The people behind the work.

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N.A.T.O.N — DELIVERY ENGINE / PROJECT NL-2024-0471 · LOGISTICS OCR / DAY 00 · INITIALISING
tokens · 0
commits · 0
deploys · 0
agents · 1 active
N.A.T.O.N // VOICE Standing by. Awaiting initiate sequence.
CLIENT BRIEFNL-2024-0471
SECTORLogistics
CLIENTTBI Group · HK
PRIORITYHIGH
“200 shipping docs/day by hand — we need 10,000+ daily, AI-driven, into our existing SAP ERP.”
OPS · BOTTLENECK SCANSCAN 01
WORKFLOWS12
BOTTLENECKS4 critical
ROI PROJECTION6 MO
MULTIPLIER3.2x
PAYBACK4.1 mo
ARCHITECTURE · CANDIDATESSPEC-0471-A
OPTION A
Cloud OCR API · pay per page · simplest
OPTION B
On-prem LayoutLMv3 · queue · ERP webhook
OPTION C
Hybrid · cloud fallback · most resilient
SELECTEDOPTION B · best privacy & cost
SPEC.mdv1.0
## Logistics OCR Pipeline
### Goals
- 10,000+ docs/day
- > 95% extraction accuracy
- < 200ms p99 latency
- SAP ERP webhook
### Stack
- LayoutLMv3 (on-prem)
- BullMQ · Postgres
- React PWA review queue
CODE · CLAUDE CODEapi/ocr.ts
ocr.ts
queue.ts
erp.ts
ReviewQueue.tsx
PARALLEL STREAMSGANTT
UI
API
MODEL
INFRA
PRs MERGED0
STAGING DEPLOYS0
OCR MODEL · TRAININGLayoutLMv3
—
EPOCH0/5
P99 LATENCY—
DEPLOY LOG · tail -flive
AGENT EVALS · 847 TESTSRUN 14
PASS0
COVERAGE0%
SECURITY AUDITSCAN
CLEAR
0 criticals · 1 medium patched
OWASPPASS
SECRETS SCANCLEAR
DEPLOY → PRODUCTIONk8s · zero-downtime
Shipping v1.0 to production
build #47— srolling out…
01 · Diagnose
02 · Design
03 · Build
04 · QA
05 · Launch
Deliver
Shipped · Day 11
DELIVERABLE · NL-2024-0471

Logistics OCR Platform v1.0

10,000+ shipping docs per day, AI-extracted, into the client's existing SAP ERP. Live, monitored, owned by the team.

Throughput
10,247docs/day
Accuracy
98.7%
p99 latency
142ms
Time to ship
11days
Total spend HK$ 372,400 of HK$ 380k budget · 2 weeks ahead of forecast