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// Services

Three categories. 21 solutions.

Annotation, AI engineering, and industry-specific pipelines. Start with labeling, scale through training and deployment, or engage us for full-stack industry solutions across sports, healthcare, automotive, retail, manufacturing, financial services, logistics, and energy.

// Category 01

Data Annotation & Labeling

Eight annotation modalities under one QA discipline. COCO · YOLO · Pascal · COCO Keypoints · LAS · CONLL.

Bounding Box

2D object detection labels for high-volume detection training sets.

Polygon & Instance Segmentation

Tight, class-aware masks for irregular shapes and instance-level segmentation.

Semantic Segmentation

Per-pixel class maps for scene understanding and dense prediction tasks.

Keypoint & Landmark

Pose estimation, facial landmark, and skeletal annotation across humans and objects.

LiDAR / 3D

Point-cloud annotation, 3D cuboid labeling, and sensor-fusion datasets.

NLP / Text Labeling

NER, intent classification, span labeling, RLHF preference data.

Audio Transcription

ASR-grade transcription, speaker diarization, intent tagging for conversational AI.

Dataset Curation & Audit

Label audits, class-balance reports, dataset cleaning, and edge-case mining.

// Category 02

AI Engineering

From training pipelines to production deployments. Custom models or fine-tuned foundation models — what the problem actually needs.

Model Training & Fine-Tuning

Custom architectures, transfer learning, LoRA/QLoRA, instruction tuning. PyTorch · JAX · HuggingFace.

LLMs & RAG Systems

Retrieval pipelines over private knowledge, evaluation harnesses, prompt + context engineering.

Generative & Agentic AI

Multi-agent orchestration, tool-use, autonomous workflows. Built for measurable outcomes.

Computer Vision Systems

End-to-end CV pipelines: detection, segmentation, tracking, OCR, and edge deployment.

MLOps & AI Infrastructure

Training pipelines, evaluation suites, model serving, observability. Done right.

// Category 03

Industry Pipelines

Complete AI solutions for sports, healthcare, automotive, retail, manufacturing, financial services, logistics, and energy. Domain expertise meets production-grade engineering.

Sports Analytics

Homography, ball tracking, player tracking, dot-map generation from raw match footage.

Healthcare & Life Sciences

Medical imaging analysis, clinical decision support, drug discovery, genomics & precision medicine.

Automotive & Mobility

Perception & sensor fusion, ADAS, fleet analytics, telematics, simulation & testing.

Retail & E-commerce

In-store computer vision, demand forecasting, personalization, dynamic pricing & inventory optimization.

Manufacturing & Industry 4.0

Automated quality inspection, predictive maintenance, production optimization, supply chain visibility.

Financial Services

Fraud detection, credit risk, algorithmic trading, regulatory compliance & model explainability.

Logistics & Supply Chain

Route optimization, demand forecasting, warehouse automation, shipment tracking & ETA prediction.

Energy & Utilities

Load forecasting, grid monitoring, asset health, predictive maintenance, energy trading & markets.

// Ready to ship

Send us a sample. We'll show you the output.

15 minutes. No slides. We dig into your data, build a real pilot, and show you the output — free for first-time clients.

Book a call →hello@viabig.com