Custom Annotation Solutions
Transform unique AI challenges into scalable annotation workflows with bespoke solutions from Australia's most innovative data labeling experts.
When Off-The-Shelf Annotation Isn't Enough
Standard annotation services work for common use cases—but breakthrough AI often requires annotation approaches that don't exist yet. When your data is proprietary, your taxonomy is unique, your domain is specialized, or your workflow is complex, you need custom annotation solutions designed specifically for your challenge.
Trusted by pioneering AI companies, research institutions, and innovation leaders to design, build, and operate custom annotation workflows for challenges no one else can solve.
Problems Standard Services Can't Solve
The custom annotation challenge
Proprietary Data Formats
Your data doesn't fit standard categories—3D medical scans, industrial sensor arrays, scientific instruments, custom file formats.
Novel Annotation Types
You need labels that don't exist in standard taxonomies—new AI paradigms, emerging research areas, domain-specific concepts.
Complex Multi-Step Workflows
Your annotation requires sequential processing, specialist review chains, conditional logic, and multi-stage validation.
Domain-Specific Expertise Required
Your data requires PhD-level knowledge, professional certifications, or rare specialized expertise to annotate correctly.
Tight Integration Requirements
You need annotation deeply integrated with your ML pipeline, data infrastructure, or proprietary systems.
Unique Quality Standards
Your regulatory, safety, or business requirements demand quality processes that standard vendors don't provide.
Custom Taxonomy Development
Bespoke classification systems aligned with your AI objectives
Hierarchical Classification Schemes
Design multi-level category structures that reflect your domain's complexity.
Multi-Label Category Systems
Create taxonomies supporting multiple simultaneous classifications per item.
Domain-Specific Ontologies
Build formal knowledge representations for specialized domains.
Relationship and Attribute Schemas
Define connections between entities and their properties.
Edge Case Handling Frameworks
Systematic approaches for ambiguous or unusual scenarios.
Evolution-Ready Taxonomies
Taxonomies designed to scale and adapt as your AI evolves.
Custom Annotation Tool Development
Purpose-built annotation interfaces when commercial tools don't fit
Specialized Visualization
Custom rendering for your unique data types—3D, multi-dimensional, scientific formats.
Domain-Specific Widgets
Annotation controls designed for your specific workflow and data requirements.
Built-In Quality Controls
Validation rules and quality checks embedded in the annotation interface.
System Integration
Connect directly to your existing data infrastructure and ML pipelines.
Multi-Stage Review Workflows
Support complex approval chains and specialist escalation.
Real-Time Collaboration
Enable multiple annotators and reviewers to work together.
Custom Workflow Design
Multi-stage annotation pipelines with conditional logic and quality gates
Sequential Processing
Stage 1 → Stage 2 → Stage 3 with handoffs and quality gates.
Parallel Processing with Consensus
Multiple annotators work simultaneously with voting or agreement mechanisms.
Hierarchical Specialist Escalation
Junior annotators escalate to senior experts for difficult cases.
Iterative Refinement Workflows
Multiple passes improving quality through rounds of feedback.
Human-in-the-Loop AI-Assisted
AI pre-labels, humans verify and correct, model improves.
Domain Expert Recruitment & Training
Access rare specialized expertise your project demands
Medical Professionals
Doctors, nurses, radiologists, pathologists, surgeons
Licensed Professionals
Lawyers, accountants, engineers, architects
PhD Researchers
Scientists, academics, domain experts in specialized fields
Industry Specialists
Agriculture, mining, manufacturing, aerospace experts
Certified Technicians
Automotive, electrical, HVAC, industrial technicians
Security Analysts
Cybersecurity, intelligence, threat assessment experts
API Integration & Pipeline Automation
RESTful API
Full API for annotation job management, status tracking, and results retrieval.
Cloud Storage Integration
Direct connections to S3, GCS, Azure Blob, and other storage systems.
ML Framework Integration
Integration with TensorFlow, PyTorch, and your training pipelines.
Webhook Notifications
Real-time updates on annotation completion and quality events.
Active Learning Integration
Connect annotation directly to model uncertainty sampling.
Data Warehouse Connections
Export to Snowflake, BigQuery, and analytics platforms.
Specialized Data Format Handling
Handle data formats that standard platforms can't process
Medical
DICOM, NIfTI, NRRD, Analyze, proprietary scanner outputs
Scientific
HDF5, NetCDF, FITS (astronomy), crystallography formats
Industrial
CAD files, 3D scans, LiDAR proprietary formats
Geospatial
Custom GIS formats, satellite sensor data
Sensor Arrays
Multi-modal sensor fusion, IoT streams, time series
Regulatory & Compliance-Ready Annotation
Processes meeting stringent regulatory requirements
21 CFR Part 11 Compliance
FDA electronic records and signatures requirements for medical devices.
ISO 13485 Alignment
Quality management systems for medical device development.
GxP Compliance
Pharmaceutical industry good practice guidelines.
SOC 2 Certified Processes
Security, availability, and confidentiality controls.
Defense Security Clearances
Cleared personnel for sensitive government projects.
Complete Audit Trails
Full provenance tracking and documentation for regulatory submissions.
Research Collaboration Projects
Academic and research partnerships for cutting-edge projects
Novel Annotation Methodology
Design new annotation approaches for cutting-edge research areas.
Inter-Annotator Agreement Studies
Rigorous reliability studies for publication-quality datasets.
PhD Project Assistance
Support for student research with annotation expertise.
Grant Proposal Support
Annotation methodology sections for funding applications.
Dataset Publication Support
Prepare datasets for open-source release and academic publication.
Custom Solutions at Scale
Custom projects delivered
Custom tools built
Regulatory frameworks
Expert annotators
Why Choose AI Taggers for Custom Solutions
Bespoke solutions
Custom-designed annotation workflows tailored to your exact requirements.
Custom tools
Purpose-built annotation interfaces when commercial tools don't fit.
Expert recruitment
Access to rare domain specialists from medical to industrial to academic.
Complex workflows
Multi-stage pipelines with conditional logic and quality gates.
Regulatory compliance
Processes meeting FDA, CE Mark, and other regulatory requirements.
Custom Solution Development Process
Discovery & Scoping
Deep dive consultation to understand your unique challenge, review data samples, identify requirements, and define success criteria. (1-2 weeks)
Design & Prototyping
Design custom taxonomy, create guidelines, develop annotation tools, design workflows, and annotate pilot samples for validation. (2-4 weeks)
Pilot Validation
Annotate 100-500 pilot samples, validate approach effectiveness, measure quality and efficiency, and refine based on learnings.
Production Scaling
Scale to full volume with trained specialist teams, established workflows, quality monitoring, and continuous optimization.
Real Results From Custom Projects
"AI Taggers built us an annotation workflow that literally didn't exist before—their team understood our scientific requirements and created a solution that transformed our research."
Principal Investigator
Biomedical Research Institute
"When we needed PhD-level annotators who could handle proprietary sensor data with FDA compliance requirements, AI Taggers delivered where everyone else said it was impossible."
VP Engineering
Medical Device Startup
Start Your Custom Annotation Project
Whether you're pioneering new AI research, developing specialized applications, or solving annotation challenges no one else can tackle, AI Taggers delivers custom solutions that make the impossible possible.