Industrial AI Annotation

Precision Labels.
Recursive Intelligence.

We deliver production-grade training data for industrial AI — combining AI-assisted pre-annotation, rigorous human refinement, and a Taiwan-anchored trust layer built for global compliance.

Request a Pilot Explore Services
99.2%
Annotation Accuracy
Faster Than Manual
14
AI Digital Workers
ISO
Compliant Pipeline
Annotation services engineered for industrial precision

From defect detection to dimensional measurement — we transform raw visual data into high-fidelity labels that power the next generation of industrial vision systems.

Defect Detection Annotation

Pixel-accurate labeling for surface defects, cracks, voids, scratches, and contamination across PCB, semiconductor, and manufacturing inspection pipelines.

Instance Segmentation

Precise polygon and mask annotations for complex, overlapping objects — enabling models to distinguish individual components on dense assembly lines.

Bounding Box & Classification

High-throughput object detection labeling with multi-class taxonomies, optimized for real-time quality inspection and sorting systems.

Keypoint & Measurement

Landmark and dimensional annotation for alignment verification, assembly validation, and robotic pick-and-place calibration.

3D Point Cloud Labeling

Volumetric annotation for LiDAR and depth sensor data used in warehouse automation, robotic navigation, and industrial environment mapping.

Video & Temporal Tracking

Frame-by-frame object tracking and event annotation for motion analysis, production line monitoring, and predictive maintenance vision systems.

The recursive refinement loop

Every dataset passes through our AI + Human iterative pipeline — each cycle sharpening accuracy, consistency, and domain alignment.

01

Ingest & Scope

We analyze your raw data, define label schemas, and establish acceptance criteria.

02

AI Pre-Annotation

Foundation models (SAM2, YOLO, GroundingDINO) generate initial labels at machine speed.

03

Human Refinement

Trained annotators correct, refine, and validate every label against your quality spec.

04

QA & Delivery

Automated consistency checks, cross-validation, and export in your required format.

Built for the sectors where accuracy is non‑negotiable

We serve clients across the industrial spectrum — from high-mix electronics to heavy manufacturing — where mislabeled data means real production loss.

PCB & SMT

Solder joint inspection, component placement, bridge / tombstone detection

Semiconductor

Wafer defect mapping, die-level classification, advanced packaging inspection

Automotive

Paint finish, weld seam, and assembly verification across production lines

Metal & Machining

Surface roughness annotation, tool wear detection, dimensional compliance

Pharma & Medical

Packaging integrity, vial inspection, label verification for regulated lines

Energy & Infrastructure

Corrosion mapping, crack detection on turbines, panels, and structural assets

Three pillars of our unfair advantage
I

Taiwan Trust Layer

Your data enters through a Taiwan-based entity with GCP infrastructure in compliant regions. We serve as the legal and operational firewall between your IP and execution teams — meeting EU, US, JP, and KR data residency expectations.

II

AI-First Architecture

14 AI digital workers orchestrate every project — from intake triage to quality scoring. Foundation models pre-annotate at machine speed; humans refine. The result: 3× throughput at half the error rate of manual-only shops.

III

Recursive Quality Loop

Every annotation cycle feeds back into model fine-tuning and annotator calibration. Accuracy doesn't plateau — it compounds. Your tenth batch is measurably better than your first.

Ready to upgrade
your training data?

Start with a free pilot project. We'll annotate a sample of your data so you can benchmark our quality before committing.

contact@recursialab.ai