What Surge built
Surge AI pioneered human evaluation for LLMs. Expert raters. Quality feedback. Detailed scoring. Fast prompt testing. Real achievement.
They proved evaluation could be a managed service. Expert ratings without internal teams. Prompt testing at scale. The industry advanced.
But evaluation isn't prevention. Rating isn't routing. Testing isn't deployment.
The gap
Surge AI evaluates prompts. You get scores and feedback. Then you're alone.
Regression prevention, production integration, deployment, compliance—all separate. Testing solved. Deployment manual.
AuraOne's evaluation feeds Regression Bank telemetry. Every failure becomes a permanent gate that lights up live telemetry, Grafana, and marketing site in sync. Evaluation becomes infrastructure. Testing through deployment. Complete observability.
How we win
Five ways AuraOne transforms evaluation into infrastructure
Regression Bank
History cannot repeat
Captures every failure automatically with live telemetry. 10,000+ permanent gates. 0.5% escape rate vs 12% industry average. Certainty, not hope.
Complete Infrastructure
Everything built-in
AI Labs provides RLAIF validators, calibrated judges, anti-overfit harnesses, red-team automation, and 10 domain labs. Evaluation is native.
Automated Recruitment
4 hours to productive
Cleo conducts interviews in 30 minutes. Skills auto-grade. New experts provision in 4 hours. Talent pipeline never stops.
Hybrid Routing
Right intelligence, every time
Automatic routing based on confidence thresholds, compliance requirements, cost ceilings. The right mind solves each problem.
Production Deployment
Ship with confidence
End-to-end automation with safety gates. Regression Bank blocks failures with live Grafana alerts. Compliance auto-generates. Deployment safe by default.
Results measured.
Impact proven.
Production Scale
30.3 evaluations per second. 99.98% success rate. 307ms p95 latency. Testing becomes infrastructure.
Regression Prevention
Automatic capture. Permanent gates. 0.5% escape rate vs 12% industry average. History cannot repeat.
Specialized Expertise
Drug Discovery, Genomics, Climate, Manufacturing, Astronomy, Materials, Medical Imaging, Environmental, Financial, Oncology. Real expertise.
Time to Scale
Cleo provisions experts instantly. Skills auto-grade. Talent pipeline never stops vs waiting for recruiting.
Head-to-head comparison
Complete Platform
Everything you need. Nothing you don't.
Surge AI
Partial solution. Multiple vendors.
Evaluation Scope
Production vs prompts
Throughput
Regression Prevention
Automatic failure capture
Workforce Scaling
Domain Coverage
Production Deployment
Complete lifecycle
Compliance Automation
Platform Integration
Trust & Safety
Quality is architecture, not aspiration
TrustScore™ reputation compounds. Calibration never stops.
Regression Bank blocks failures with live telemetry. Industry average: 12%.
SOC2, HIPAA, EU AI Act. Real-time compliance tracking.
Surge AI gave us prompt ratings. We still needed custom regression tests, production deployment, compliance logging. Switching to AuraOne eliminated 3 vendors. The Regression Bank caught 47 failures our manual tests missed.
Your migration path
Week 1: Add Production Layer
Keep Surge AI for prompt testing. Add AuraOne for production evaluation. Compare coverage.
Week 2: Workforce Integration
Route tasks to AuraOne hybrid workforce. Watch quality compound. See regression prevention activate.
Week 3: Domain Lab Activation
Enable relevant domain labs (Drug Discovery, Genomics, Climate, Manufacturing). Specialized evaluation begins.
Week 4: Complete Platform
Surge AI optional for spot checks. AuraOne primary for production. Full automation active.