AI Training Data Engineered for 99.8% Precision & Consensus
We deliver pixel-accurate computer vision, 3D LiDAR, medical radiology, and RLHF training datasets in air-gapped, HIPAA & SOC2-compliant environments with guaranteed multi-annotator consensus.
High-Quality Data That Powers World-Class AI Models
Every annotation passes double-blind verification, automated IoU precision calculations, and rigorous domain expert QA sign-offs.
Computer Vision & Polygon Segmentation
Pixel-accurate 2D/3D bounding boxes, polygon segmentation, keypoint tracking, and lane identification for autonomous systems and robotics.
- Sub-pixel polygon segmentation and polyline edge detection
- Video object tracking with persistent unique ID retention
- Compatible with COCO, YOLOv8/v10, Pascal VOC, and TFRecord
3D Point Cloud & LiDAR Sensor Fusion
Annotate complex spatial 3D LiDAR point clouds and camera fusion sequences with multi-sensor spatial calibration and cuboid tracking.
- 3D bounding cuboid labeling with orientation vectors
- LiDAR-to-Camera sensor fusion spatial projection alignment
- Point cloud semantic segmentation for autonomous navigation
LLM Fine-Tuning, SFT & RLHF Alignment
Curate high-quality instruction datasets, multi-turn dialogue pairs, ranking preferences for DPO/RLHF, and adversarial safety red-teaming.
- Supervised Fine-Tuning (SFT) prompt-response synthesis
- Human-in-the-loop Reinforcement Learning (RLHF) ranking
- Adversarial jailbreak testing and hallucination tagging
Medical Imaging & Diagnostic Labeling
HIPAA-compliant annotation of DICOM, CT, X-ray, and histology scans performed exclusively by certified medical professionals and radiologists.
- Radiologist-verified lesion, tumor, and fracture segmentation
- De-identification pipelines stripping protected health info (PHI)
- Zero data transmission outside dedicated HIPAA environments
Financial & Legal OCR Document Extraction
Convert dense unstructured contracts, invoices, and bank statements into structured, audited JSON tables with named entity recognition (NER).
- Multi-lingual table structure and key-value pair parsing
- Named Entity Recognition (NER) for PII and legal clauses
- Double-blind verification for 100% financial accuracy
Air-Gapped & SOC2 Type 2 Security
Protect sensitive corporate datasets with biometric security controls, zero-download web sandboxes, NDA compliance, and air-gapped VPCs.
- Role-Based Access Control (RBAC) with disabled clipboard downloads
- Private VPC deployment on your AWS or Azure infrastructure
- Strict SOC2 Type 2, ISO 27001, and GDPR compliance
Why Cheap Crowdsourced Labels Fail vs. HiveRift Verified Consensus Standard
Compare noisy, unvetted crowd workers with HiveRift's double-blind, domain-specialist annotation pods.
Untrained gig workers produce noisy labels, missing edge cases, and corrupting model weights with false data.
Trained domain specialists with multi-annotator agreement metrics, automated IoU thresholds, and senior QA sign-off.
From Pilot Calibration to Full-Scale Model-Ready Export
Our disciplined 6-phase annotation workflow guarantees clear guidelines, ongoing consensus checks, and seamless ML bucket delivery.
Ontology Definition & Pilot Benchmark
Defining strict annotation guidelines, taxonomy classes, edge-case protocols, and running a 500-sample gold-standard pilot.
- Comprehensive Labeling Guide
- Gold Standard Benchmark
- Consensus Metric Thresholds
Real-Time Consensus & IoU Quality Auditing Logs
Watch our automated QA script compute inter-annotator agreement metrics, enforce IoU precision thresholds, and sanitize datasets for ML training.
Calculate Timeline & Investment for Your AI Training Dataset
Select your data modality, item volume, and quality standards to estimate delivery timelines and project scope.
Launch Your Next-Gen Data Annotation
Share your requirements below. Receive an enterprise architecture proposal, milestone breakdown, and fixed-price quotation within 24 hours.
Frequently Answered Questions on AI Training Data & Annotation
Clear technical answers on accuracy guarantees, data security, DICOM compliance, and custom ontology setup.
Have a technical question not answered here?
Our engineering architects provide direct technical guidance before any contract.