15,800+
Verified professionals
Organizations / AnnotationIQ™
AnnotationIQ™ deploys domain-certified experts to train, evaluate, and red-team your AI — 15,800+ verified professionals across cyber, healthcare, and frontier AI.
Trusted by:
15,800+
Verified professionals
95%
Quality acceptance rate
48hr
Avg deployment time
0
Placement fees
Most AI companies rent annotators from marketplaces. HiddenTalent builds the pipeline — we source, certify, and deploy domain experts with verified Skills Wallets, not generic crowd workers.
From RLHF and preference ranking to adversarial red-teaming and synthetic data generation, AnnotationIQ™ is the human intelligence layer between your models and production.
Domain-certified experts for adversarial testing, safety evaluation, and foundational dataset quality.
Human feedback loops for model alignment — preference pairs, ranking, and constitutional AI review.
Cyber, healthcare, legal, and finance experts for high-stakes annotation with verified credentials.
Dedicated squads with QA workflows, inter-annotator agreement, and project management.
End-to-end expert workforce — sourcing, certification, deployment, and ongoing quality ops.
Custom talent pipeline built for your domain — we create, certify, and deploy your expert workforce.
Call Head of Post-Training
RLHF, preference ranking, constitutional AI review, and safety red-teaming for frontier models.
Call CISO or Head of AI
Threat modeling, adversarial testing, and domain-expert annotation for high-stakes AI systems.
Call Chief Medical Officer
HIPAA-aware clinical annotation, medical coding, and expert review for regulated AI products.
Call Program Director
Cleared-domain experts for defense AI, synthetic data, and secure annotation workflows.
| Feature | HiddenTalent | Labelbox | Scale | Surge AI |
|---|---|---|---|---|
| Platform type | Pipeline + managed services | Annotation platform | Data platform | Expert marketplace |
| Owns talent pipeline | Yes — we build & certify | No | Partial | No |
| Managed services | Full deployment | Self-serve | Enterprise add-on | Project-based |
| Domain certification | Verified Skills Wallets | Basic screening | Tiered | Expert vetting |
| Red teaming | Built-in L1 service | Limited | Add-on | Specialized |
| Time to deploy | 48hr average | Weeks | Weeks | Days–weeks |
| Synthetic data | Expert-generated | Tool-assisted | Platform feature | Custom projects |
No placement fees. Domain-certified experts. Managed deployment from day one.
Tell us about your annotation, RLHF, or red-teaming needs. Download the service brief after submitting — routed to sales@hiddentalent.ai.
Prefer email? sales@hiddentalent.ai