Human-verified AI evaluation infrastructure
Capture, validate, and deliver gold-standard training data through secure expert networks. Multi-platform ecosystem for users, experts, and organizations.
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Trusted by leading AI research teams
Pick Your Path
Three platforms, one mission: building better AI through human-verified data. Each platform serves a unique role in our ecosystem.
Chat
Experience AI, Shape the Future
Interact with our multimodal AI assistant, provide real-time feedback, and help train better models. Free and open for everyone.
Workbench
Expertise Meets Opportunity
Join our verified expert network. Review AI responses, earn competitive rates, and work on your schedule. Secure, monitored workbench.
Enterprise
Production-Grade Data Infrastructure
Enterprise platform for capturing, validating, and delivering gold-standard training data. API-first, custom workflows, enterprise security.
Unified Infrastructure
All platforms share the same secure, verified infrastructure.
How it works
The life of a prompt
From user query to gold-standard training data — every step secured and validated.
Capture
Real User Queries
- Collect prompts from live search traffic
- Identify where current models fail
- Queue problematic responses for evaluation
Vetting
Expert Qualification
- 30-minute live domain interview
- Biometric identity verification
- Expertise scoring & tier assignment
Correction
Secure Workbench
- Multi-tier expert review per prompt
- Continuous 60-second verification
- Anti-AI keystroke monitoring
Delivery
Gold Standard Data
- Quality scoring against gold answers
- Measurable accuracy improvement
- API delivery to your ML pipeline
wf_0x7f3ac9d2The Life of a Prompt
Real-time workflow execution from query to gold-standard output
Expert Network
Tiered verification system
Every prompt is evaluated by 9 experts across 3 tiers. Tier 1 sets the gold standard, lower tiers provide comparative data.
The 3-3-3 System
9 experts evaluate each batch of 10 failed prompts
Domain experts with 95%+ accuracy. Their corrections define the benchmark.
Validated professionals. Answers compared against Tier 1 for quality scoring.
Vetted contributors under full surveillance. Provides comparison baseline.
Continuous Monitoring
Every session is verified in real-time
Data Quality
Expert-verified annotations
See how Tier 1 experts correct model outputs — fixing bounding boxes, relabeling objects, and catching missed detections.
What experts correct
Gold Standard Output
Tier 1 experts validate all outputs. Enterprise clients receive verified, production-ready data via secure API.
Tier Performance Comparison
Delta Improvement
vs. baseline model outputvs model baseline
false positives
edge cases handled
inter-annotator agreement
API Delivery
Production-ready datasets delivered via secure REST API with full provenance metadata.
{
"dataset_id": "gold_2024_q4_batch_847",
"version": "1.0.3",
"metrics": {
"total_samples": 12847,
"accuracy": 0.968,
"iou_mean": 0.912,
"validated_by": "tier_1_experts"
},
"delivery": {
"format": "jsonl",
"compression": "gzip",
"checksum": "sha256:7f3a...c9d2"
}
}Enterprise Dashboard
Real-time visibility into data quality, delivery status, and usage metrics.
Ready to access Gold Standard data?
Join Meta, OpenAI, and leading AI labs using RawEval for production training data.
Platform
Human verification you can trust
Every data point is verified by domain experts under continuous monitoring. No synthetic data. No AI contamination.
Tiered Expert Network
Every expert undergoes a 30-minute deep-dive interview with live screen sharing. Only verified domain experts reach Tier 1.
60-Second Heartbeat
Continuous verification every minute. If an expert leaves frame or a phone is detected, the session locks instantly.
Identity Verification
Biometric face detection with deepfake screening. Each session is tied to a verified identity—no anonymous submissions.
Anti-AI Filtering
Keystroke rhythm analysis detects LLM-generated or copy-pasted content. Suspicious submissions are voided automatically.
Gold Standard Comparison
Every submission is instantly compared against Tier 1 expert answers. You receive only verified improvements.
Privacy-First Pipeline
Automatic PII removal from all captured prompts. Your users' data never reaches the training set.
Security
Secure by default
RawEval is built with security at its core. Every piece of data is verified, every expert is authenticated, and every session is monitored.
SOC 2 Type II
Certified
Pick Your Platform and Start
Choose the platform that fits your needs. Chat for users, Workbench for experts, or Enterprise for teams.