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LexData

The continuous AI operations platform for computer vision teams. Prevent drift, scale faster, and keep your models production-ready.

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● THE CONTINUOUS AI OPERATIONS PLATFORM.

Continuous AI Operations Platform — Annotation, Enrichment & Production Intelligence

AI isn't just built.
It's operated.

LexData Labs is the continuous AI operations platform that turns raw visual data into production-ready intelligence—and uses human-in-the-loop infrastructure to keep it performing.

Book a technical demoSee how it works
RAW TELEMETRY
// LEX_ANNOTATE_V2.1
TRANSFORMER
TRANSFORMER
INSULATOR
INSULATOR
INSULATOR
INSULATOR
// LEX_INTEL_GRAPH
TX-994
IN-402
ASSET_ID: TX-994
Class: Transformer
Voltage: 13.8kV
Install: 2019-04
ASSET_ID: IN-402
Type: Ceramic
Config: Pin_Type
Batch: B-99
IN-402: CRITICAL
[ENVIRONMENTAL DRIFT DETECTED]
AUTO-RETRAIN → V2.2
ID: IN-402
TYPE: Flashover
CONF: 99.8%
// SYSTEM_OPTIMIZED_V2.3
MODEL V2.3 DEPLOYED
POWERED BY LEXLOOP
LEXANNOTATE
LEXINTEL
LEXOPERATE
Trusted by Innovative teams at
ElectroTempo — LexData Labs customerBonsai Robotics — LexData Labs customerHelmerich and Payne — LexData Labs customer Tractor Supply Co — LexData Labs customer Quidient — LexData Labs customer KINTO Mobility — LexData Labs customerCyclops — LexData Labs customer
THE DEPLOYMENT REALITY

Your model hit high accuracy in testing.Then you deployed it.

PHASE: DATA PREPARATION
BOTTLENECK

The Data Bottleneck.

Your ML engineers are spending 60% of their time cleaning and labeling data instead of building models. Every week of manual prep is a week your competitor is already in production.

HIDDEN COST: WASTED ENG CYCLES
PHASE: MODEL INFERENCE
BLIND SPOT

The Context Gap.

A bounding box says "insulator." It doesn't say which insulator, on which tower, last inspected when, or whether it's in a flood zone. Without that context, your ops team drowns in false alerts they can't act on.

HIDDEN COST: ALERT FATIGUE
PHASE: POST-DEPLOYMENT
DEGRADING

The Silent Decay.

Your model was trained on summer daylight images. Then winter came. Confidence scores drop, false negatives spike, and nobody notices until something fails in the field.

HIDDEN COST: OPERATIONAL RISK

These aren't three separate problems.
They're one broken loop.

LexData is the visual intelligence platform that connects annotation, intelligence, and monitoring into a single continuous cycle.

// ONE PLATFORM. THREE PRODUCTS.

The LexData Intelligence Loop

Three products, one continuous cycle. Each one solves a different stage of the pipeline — together, they keep your AI accurate — continuously.

LexAnnotate

Precision at Scale

Precision-labeled datasets with AI-speed and human-expert verification.

The ROI: Better data in, better models out — and your ML team gets 60% of their time back to actually build.
5xFASTER TO PRODUCTION

compared to in-house annotation pipelines

Expert Humans In The Loop
Explore LexAnnotate →

LexIntel

Data to Strategy

Transform raw annotations into enriched, queryable, enterprise-grade assets.

The ROI: Every detection linked to the asset, the history, and the business context — so your team makes decisions, not guesses.
43%NOISE REDUCTION

Average reduction in false positive alerts after first retraining cycle

Expert Humans In The Loop
Explore LexIntel →

LexOperate

The End of Model Drift

Continuous monitoring and automated retraining to keep models sharp.

The ROI: Models that improve every cycle instead of degrading.
20%ACCURACY INCREASE

Average improvement in model accuracy after first retraining cycle

Expert Humans In The Loop
Explore LexOperate →

Let's see the loop in action.

01 // LexAnnotate

Annotate & Verify

Upload raw imagery. Our engine pre-labels it. Domain experts verify every annotation. You get production-grade training data in hours, not weeks.

2D / 3D BOUNDING BOXES
SEMANTIC SEGMENTATION
LIDAR & POINT CLOUD
VIDEO OBJECT TRACKING
Explore LexAnnotate
02 // LexIntel

Connect & Enrich

Labels alone don't prevent outages. We connect every annotation to asset IDs, maintenance records, and spatial context — and track how conditions evolve over time. Your flat labels become a queryable knowledge graph your operations team can actually use.

ASSET KNOWLEDGE GRAPHS
ERP / CMMS INTEGRATION
GEOSPATIAL LINKING
TREND DETECTION
Explore LexIntel
03 // LexOperate

Monitor & Retrain

Models degrade the moment conditions change — weather, new equipment, camera angles. LexOperate catches accuracy drops in real time, routes edge cases back for re-annotation, and triggers retraining automatically.

REAL-TIME DRIFT DETECTION
AUTOMATED ROUTING
FAILURE MODE ANALYSIS
ONE-CLICK ROLLBACK
Explore LexOperate
∞ // The Loop

Every Cycle Compounds

Each retraining cycle uses verified production data. Your model doesn't just recover — it gets permanently smarter. That's the LexLoop.

Annotate & Verify

Upload raw imagery. Our engine pre-labels it. Domain experts verify every annotation. You get production-grade training data in hours, not weeks.

2D / 3D BOUNDING BOXES
SEMANTIC SEGMENTATION
LIDAR & POINT CLOUD
VIDEO OBJECT TRACKING
Explore LexAnnotate

Connect & Enrich

Labels alone don't prevent outages. We connect every annotation to asset IDs and maintenance records. Your flat labels become a queryable knowledge graph.

ASSET KNOWLEDGE GRAPHS
ERP / CMMS INTEGRATION
GEOSPATIAL LINKING
TREND DETECTION
Explore LexIntel

Monitor & Retrain

Models degrade the moment conditions change. LexOperate catches accuracy drops in real time, routes edge cases back, and triggers retraining automatically.

REAL-TIME DRIFT DETECTION
AUTOMATED ROUTING
FAILURE MODE ANALYSIS
ONE-CLICK ROLLBACK
Explore LexOperate
RAW TELEMETRY
// LEX_ANNOTATE_V2.1
TRANSFORMER
TRANSFORMER
INSULATOR
INSULATOR
INSULATOR
INSULATOR
// LEX_INTEL_GRAPH
TX-994
IN-402
ASSET_ID: TX-994
Class: Transformer
Voltage: 13.8kV
Install: 2019-04
ASSET_ID: IN-402
Type: Ceramic
Config: Pin_Type
Batch: B-99
IN-402: CRITICAL
[ENVIRONMENTAL DRIFT DETECTED]
AUTO-RETRAIN → V2.2
ID: IN-402
TYPE: Flashover
CONF: 99.8%
// SYSTEM_OPTIMIZED_V2.3
MODEL V2.3 DEPLOYED
POWERED BY LEXLOOP
LEXANNOTATE
LEXINTEL
LEXOPERATE
// WHERE WE OPERATE

Built for the environments that can't afford downtime.

AI-powered energy infrastructure monitoring — grid, assets, and predictive maintenance
INFRASTRUCTURE

Energy

Grid monitoring, asset tracking, EV deployment

AI-powered oil and gas rig inspection and hazard detection
HAZARDOUS ZONES

Oil & Gas

Rig inspection, safety compliance, flare monitoring

AI defect detection and quality control for manufacturing
QC AUTOMATION

Manufacturing

Defect detection, predictive maintenance, assembly verification

AI-powered claims processing and vehicle damage assessment for insurance
CLAIMS AI

Insurance

Damage assessment, fraud prevention, visual estimation

AI shelf monitoring and in-store intelligence for retail
SHOPPER INSIGHTS

Retail

Shelf monitoring, checkout-free systems, behavior analysis

AI crop health monitoring and autonomous agriculture robotics
AGRO-ROBOTICS

Agriculture

Crop health, yield estimation, autonomous harvesting

AI perception and edge case detection for robotics and autonomous vehicles
AUTONOMOUS SYSTEMS

Robotics & AVs

SLAM, obstacle avoidance, edge case detection for autonomous mobility

// THE LOOP IN ACTION

Real pipelines. Real results.

PROFILE 01: EDUCATION
DEPLOYED

EdTech Digitization & Conversational AI

The OperationHigh-precision OCR ingestion, handwriting validation, and Q&A intent mapping across highly unstructured legacy curriculum repositories.
The ImpactEnabled hyper-personalized learning pathways and significantly enhanced the real-time reasoning capabilities of student-facing AI tutors.
Read the case study ↗
PROFILE 02: AEROSPACE
DEPLOYED

Aviation Safety & Defect Identification

The OperationMilitary-grade, pixel-perfect annotation of multi-sensor aerospace imagery to map microscopic structural anomalies and surface defects.
The ImpactAchieved 99%+ automated defect detection accuracy, ensuring strict regulatory compliance across critical aviation manufacturing workflows.
Read the case study ↗
PROFILE 03: GEOSPATIAL
DEPLOYED

Global Satellite & Aerial Validation

The OperationHigh-precision spatial labeling and rigorous structural mapping across massive, multi-modal satellite and drone telemetry feeds.
The ImpactAccelerated the processing of petabyte-scale geospatial data, unlocking frictionless terrain monitoring and strategic intelligence.
Read the case study ↗
See all case studies →

Let's map your pipeline.

Talk to our engineering team about your data, your deployment environment, and where your current models are breaking. We'll show you exactly where the LexLoop fits — and what production-grade accuracy looks like in your industry.

TALK TO AN ENGINEER Or reach us directly at reach@lexdatalabs.com