Platform
Engineered for verifiable data.
Vraify's platform combines expert orchestration, LLM-augmented QA, and provenance tracking — purpose-built for research-grade work.
vraify / platform
Pipeline overview
A
Expert orchestration
Match the right expert to the right project — automatically, then verified by humans.
+AI-powered talent matching engine
+Skill verification: live interviews + assessments
+Project-specific calibration
+Performance tiers and re-qualification
B
Quality assurance infrastructure
Multiple verification layers for every datapoint — gold tasks, consensus, judges.
+Gold-standard task injection
+Multi-pass review with overlap consensus
+LLM-as-judge auto-validation
+Real-time inter-annotator agreement
+Provenance tracking on every datapoint
C
Annotation tooling
Custom workflows with built-in linters, compilers, LaTeX, and live researcher comms.
+Custom workflow builder
+Multi-modal annotation UI
+Linters, code compilers, LaTeX editors built in
+Real-time researcher-annotator collaboration
D
RL environment builder
From a real app to a sealed gym in a single sprint — with reward harnesses.
+Dockerized app wrapping
+Sandbox infrastructure
+Reward signal harnesses
+Trajectory recording and replay
E
Operations infrastructure
Globally distributed talent, compliantly paid and tax-handled across many jurisdictions.
+Global payment infrastructure
+Compliance and tax handling
+Performance dashboards
+Granular project analytics
F
Security & compliance
Your data never leaves your cloud. Zero retention by contractors. Audited annually.
+Customer-cloud-bucket integration
+Zero-retention contractor policies
+Annual third-party audit
+Subprocessor list on request
See it live
Tour the platform with our team.
A 30-minute walkthrough scoped to your post-training stack.