Operational
Infrastructure for RLHF.
Sorvex Labs builds the operational layer for human feedback and AI evaluation workflows.
Reviewer analytics, drift detection, queue management, and workflow intelligence for frontier AI teams.
The operational layer
RLHF pipelines have been missing.
Stop managing eval workflows manually. Sorvex Labs gives you the operational intelligence to run human feedback at scale.
Task Queue System
A centralized operational queue displaying pending tasks, completed reviews, retries, and escalations. Hence giving you full visibility into every item flowing through your evaluation pipeline.
100%
workflow visibility
Reviewer Analytics
Operational metrics for every evaluator in your pipeline. Track disagreement rates, approval strictness, retry frequency, average latency, and escalation patterns to maintain quality at scale.
94%
inter-rater agreement target
Drift Detection
Track changes in reviewer behavior over time. Detect consistency shifts, disagreement spikes, and anomalous reviewer patterns before they silently degrade your evaluation quality.
< 8h
drift detection window
RLHF Preference Interface
A simple, focused interface for comparing response A vs response B and selecting preferred outputs. Every selection is stored with timestamps and confidence metadata.
1M+
preference pairs storable
Queue Health Dashboard
Operational visibility into bottlenecks, overloaded reviewers, stuck task categories, turnaround times, and retry loops. Now you can optimize throughput and reduce operational delays.
3×
faster bottleneck resolution
From messy pipelines to
operational clarity.
Sorvex Labs handles the operational layer — so your team can focus on building better models.
Connect Your Eval Pipeline
Integrate Sorvex Labs with your existing RLHF or evaluation workflow in minutes. We support annotation platforms, custom pipelines, and manual review setups.
Quick integrationConfigure Analytics & Alerts
Set up your reviewer roster, define calibration thresholds, and configure drift detection alerts. The dashboard populates with real operational data from your first task batch onward.
Live in minutesMonitor, Optimize & Scale
Get real-time operational visibility into your entire evaluation system. Identify bottlenecks, catch reviewer drift early, resolve retry loops, and continuously improve quality at scale.
Continuous intelligenceConnect Your Eval Pipeline
Integrate Sorvex Labs with your existing RLHF or evaluation workflow in minutes. We support annotation platforms, custom pipelines, and manual review setups.
Quick integrationConfigure Analytics & Alerts
Set up your reviewer roster, define calibration thresholds, and configure drift detection alerts. The dashboard populates with real operational data from your first task batch onward.
Live in minutesMonitor, Optimize & Scale
Get real-time operational visibility into your entire evaluation system. Identify bottlenecks, catch reviewer drift early, resolve retry loops, and continuously improve quality at scale.
Continuous intelligenceThe operational layer
RLHF needs.
Now.
Stop managing eval workflows manually. Get early access to Sorvex Labs and bring operational intelligence to your RLHF pipeline.
or contact us directly at sorvexlabs@gmail.com