Expert Annotations
Curated labeling for sensitive domains with inter-annotator agreement & reviewer arbitration.
- Formats: JSONL, COCO, CSV
- Taxonomy design & custom schema
Enterprise • Domain experts • Secure
Human expertise. Industrial delivery. Minimal risk.
Inraxo pairs AI teams with vetted subject-matter experts to build model-ready datasets, RLHF feedback, and evaluation suites — designed for production systems and compliance needs.
Notable: Limited pilot slots — we prioritize enterprise-grade security and human-in-the-loop quality.
Early Access — Pilot Signup
Secure a pilot slot to validate models with domain experts. Priority onboarding for the first partners.
We sign NDAs and follow enterprise-grade data handling.
Who we are
We’re operators and operators first — project managers, annotators, and engineers with deep experience running model-training programs. Inraxo brings that discipline to teams that need production-ready AI.
Mission
Bridge domain expertise and AI at scale — so models learn from people who actually understand the domain.
Principles
- Quality first — reviewer layers & SLAs
- Secure handling — enterprise NDAs & encryption
- Transparent pricing & fair pay for experts
What we don’t do
We don’t sell low-quality, unvetted labeling or speculative datasets. We deliver expert-reviewed outputs with attribution and clear ownership.
Services & use cases
Focused, measurable deliverables tailored to model pipelines.
RLHF & Prompt Feedback
Structured human feedback for reward models, label calibration, and safety alignment.
- Feedback templates & scoring
- Data for reward model training
Model Evaluation
Expert-curated test suites and edge-case scenarios with actionable reports.
- Benchmarks & diagnostics
- Integration scripts
Legal
Contract clause classification, risk detection, and clause extraction.
Healthcare
Entity extraction, redaction pipelines, and clinical note structuring.
Finance
Document parsing, reconciliation, and high-precision extraction.
How we work
A disciplined, transparent delivery model.
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1. Scope & refine
We help define the task, select metrics, and design the annotation schema.
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2. Match & test
We present vetted experts and test tasks before assigning full work.
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3. Annotate & review
Annotation with reviewer layers, A/B sampling, and inter-annotator checks.
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4. Deliver & integrate
Model-ready datasets, evaluation reports, and integration scripts.
Quick commitments
- Turnaround: Pilot in 2–3 weeks
- Quality: SLA-backed reviewer checks
- Security: Encrypted transfers & NDA
Deliverable formats
JSONL, COCO, TFRecords — plus integration scripts and evaluation reports.
Our expert network
Vetted specialists across industries — each completes a test task and reviewer assessment before assignment.
Clinical Annotator
8+ years in clinical coding and structured data extraction. Focus: entity recall & PHI-safe redaction.
Legal SME
Experienced paralegal & contract analyst; tasks: clause tagging, risk scoring, taxonomy design.
Finance Data Specialist
Background in financial reconciliation and statement parsing; high-precision extraction workflows.
Note: expert names withheld at request; full profiles available to pilot partners under NDA.
Compliance & ethics
We treat data responsibly — NDAs, encryption, audit logs, and reviewer arbitration are standard.
NDAs & IP
IP assignment and client ownership of datasets included in contracts.
Privacy
PII redaction, encrypted storage, and GDPR-aware practices.
Fair pay
Transparent expert compensation and timely payouts.
Interested in a pilot?
Limited early-access pilots with prioritized support and discounted rates for founding partners.