DIVISION 03 // DATA & AI CORE
DATA OPS // VERIFIED GROUND TRUTH
// CONSOLIDATED AI DATA SERVICES & BACK-OFFICE DATA OPERATIONS

DATA & AI CORE

VAIKA GROUP’s Data & AI Core division delivers end-to-end AI data services, machine learning data annotation, dataset preparation, geospatial data processing, document digitization, business data management and B2B operational support.

// NEURAL TRAINING DATA PIPELINEMULTI-LAYER GROUND TRUTH
// STRATEGIC CAPABILITIES

THE HUMAN INTELLIGENCE LAYER BEHIND RELIABLE AI & STREAMLINED DATA OPERATIONS.

10 consolidated enterprise offerings across AI Data Services and Back-Office Processing.

01 // WHAT WE DO

Our approach combines structured data workflows, technology-assisted processing and human quality assurance to help businesses build reliable data foundations and improve operational efficiency.

02 // WHO WE SERVE

AI research labs, autonomous systems engineering teams, geospatial intelligence groups, SaaS enterprises, Shopify & e-commerce retailers, and B2B revenue teams.

03 // PROBLEMS ADDRESSED

Inconsistent training datasets, model hallucinations, ASR transcription errors, unverified spatial maps, legacy paper records, fragmented product catalogs, and decaying CRM databases.

04 // WHY IT MATTERS

High-performing models and modern business operations require rigorously validated data. Our human-in-the-loop QA pipelines protect model reliability and save internal engineering and sales teams hundreds of operational hours.

// COMPREHENSIVE SERVICE DIRECTORY

INDIVIDUAL SERVICE CAPABILITIES

Every service represents an institutional operational workflow. Click any service card for full scope, inclusions, and deliverables.

SHOWING 10 OF 10 AVAILABLE SERVICES
AI Data ServicesComputer Vision

Image & Video Annotation Services

Structured computer vision labeling, segmentation, and persistent video tracking.

PRIMARY INCLUSIONS:
2D bounding box and polygon annotation
Semantic and instance segmentation
FULL GUIDE
AI Data ServicesNLP & LLMs

Text Annotation & NLP Data Labeling

Structured NER, sentiment, intent classification, and LLM training datasets.

PRIMARY INCLUSIONS:
Named Entity Recognition (NER)
Sentiment and emotion analysis
FULL GUIDE
AI Data ServicesSpeech & Audio

Audio Transcription & Annotation Services

Human-verified speech-to-text, speaker diarization, and acoustic event labeling.

PRIMARY INCLUSIONS:
Verbatim and clean-read transcription
Speaker diarization and identification
FULL GUIDE
AI Data ServicesGIS & Spatial

Geospatial Data & Mapping Services

GIS mapping, satellite image vectorization, and map data verification.

PRIMARY INCLUSIONS:
Google Maps location and business data verification
Point-of-interest enrichment
FULL GUIDE
AI Data ServicesHITL & Evaluation

AI Model Evaluation & Human-in-the-Loop Validation

Human-led LLM evaluation, hallucination audits, and confidence-based exception review.

PRIMARY INCLUSIONS:
LLM response quality evaluation
AI hallucination and factuality verification
FULL GUIDE
AI Data ServicesTraining Data

AI Dataset Collection, Cleaning & Preparation

End-to-end multimodal data collection, deduplication, PII redaction, and train/val/test formatting.

PRIMARY INCLUSIONS:
Multimodal dataset collection
Image, video, audio and text data acquisition
FULL GUIDE
Data Processing & Back-OfficeEnterprise Ops

Data Entry & Business Data Verification

Accurate online/offline data entry paired with strict human verification of business records.

PRIMARY INCLUSIONS:
Online and cloud-based data entry
Offline spreadsheet and database data entry
FULL GUIDE
Data Processing & Back-OfficeOCR & Conversion

Document Digitization, OCR & File Conversion Services

Transform static PDFs, scanned documents, and paper archives into formatted Excel & Word files.

PRIMARY INCLUSIONS:
PDF to Excel conversion
Scanned PDF to Excel conversion
FULL GUIDE
Data Processing & Back-OfficeE-Commerce Ops

E-commerce Product Data & Catalog Management

Bulk SKU uploads, Shopify catalog administration, variant mapping, and SEO listing optimization.

PRIMARY INCLUSIONS:
Bulk product catalog uploads
Shopify product listing management
FULL GUIDE
Data Processing & Back-OfficeCRM & Leads

CRM Data Management & B2B Lead Research

Clean, enriched CRM databases and ICP-matched, email-verified B2B prospect lists.

PRIMARY INCLUSIONS:
CRM data entry and record creation
Salesforce, HubSpot, Zoho and Pipedrive data management
FULL GUIDE
// INSTITUTIONAL ADVANTAGES

WHY CHOOSE VAIKA GROUP

Human-in-the-Loop Precision

We do not rely on unchecked synthetic data; every critical edge case is verified by trained human intellect.

Enterprise Data Security

Strict confidentiality agreements, access-controlled workstations, encrypted transfers, and zero-data-retention compliance.

Scalable Throughput on Demand

Ability to ramp up from small experimental pilots to hundreds of thousands of annotations and records weekly.

Multi-Domain Versatility

Deep operational capabilities spanning computer vision, NLP, geospatial mapping, and back-office document processing.

// SYSTEMATIC EXECUTION

OUR FIVE-STAGE WORKFLOW

A transparent, predictable process ensuring total alignment, fast delivery, and uncompromising quality control at every phase.

01

Taxonomy & Scope Definition

We audit your data schemas, annotation guidelines, and back-office SLAs to create strict Standard Operating Procedures.

DELIVERABLE: Comprehensive Annotation / Operations Rulebook.
02

Pilot & Quality Calibration

A benchmark test batch is processed to calibrate inter-annotator consensus and establish accuracy baselines.

DELIVERABLE: Pilot test audit report & tuned guidelines.
03

Scaled Production Execution

Trained specialists process datasets or records within dedicated, secure workspace environments.

DELIVERABLE: Continuous high-throughput data processing batches.
04

Multi-Tier Quality Assurance

Senior QA leads conduct blind reviews, consensus matching, and statistical sampling to guarantee accuracy.

DELIVERABLE: QA scorecards with verified error rate under 0.5%.
05

Secure Delivery & Ingestion

Final verified datasets and structured databases are pushed to client cloud buckets or enterprise APIs.

DELIVERABLE: Delivery manifest, schema documentation, and API sync.
// CAPABILITY BENCHMARKS

DEMONSTRATION SHOWCASE

Representative examples illustrating our production standards, precision modeling, and technical rigor.

Autonomous Robotics Vision Annotation
Pixel Precision
Computer Vision

Autonomous Robotics Vision Annotation

Multi-class semantic segmentation and 2D bounding boxes for industrial navigation datasets.

SegmentationBounding BoxComputer Vision
Urban Geospatial Infrastructure Mapping
Geospatial Vectors
GIS & Satellite

Urban Geospatial Infrastructure Mapping

High-altitude vectorization of 50,000+ building footprints and roadway centerlines with topological validation.

Building FootprintsOSM MappingShapefiles
Multi-Channel E-Commerce Catalog Ingestion
Catalog Ingestion
Data Processing

Multi-Channel E-Commerce Catalog Ingestion

Rapid standardization and variant attribute mapping for a 35,000 SKU luxury home goods retailer.

Shopify SyncCSV FormattingZero Errors
DIRECT ENGAGEMENT PROTOCOL

LET'S BUILD SOMETHING THAT MOVES YOUR BUSINESS FORWARD.

Submit your project brief for direct assessment by our division directors. Guaranteed response within 4 hours.

CONFIDENTIAL • ENCRYPTED SUBMISSION • ZERO-RETENTION POLICY