Evaluate Computer-Use Agents Against Real Human Workflows
Paradigm Shift AI delivers end-to-end human-computer interaction data and runs private agent simulations against real human workflows uncovering performance gaps and feeding gap-to-human analytics straight back into your training loop.
Evaluation Results
Our Solutions
Elevate AI Agents with Continuous HCI Simulation and Training
Evaluation & Training Platform
Run unlimited private simulations of your agents against human baselines—complete with gap-to-human analytics and replayable failure traces—and accelerate improvements with integrated on-platform training tools.
Agent Hub
Publish your A2A-enabled agent to our community "app store"—post a public agent card to boost discoverability, share interoperability specs, and connect with fellow developers.
Data Solutions
Capture real desktop workflows including video, mouse & keyboard movements, application events, reasoning steps, screenshots, system metadata, DOMs, any trees and deliver them as ready-to-use datasets model training or evaluation.
Why Choose Us?
We combine high-fidelity human workflows with on-demand evaluation to continuously uncover and close agent-human gaps.
Exceptional Data Quality
Public leaderboards offer only 100-500 canned tasks. We capture full-desktop workflows—app logging, OS quirks, file operations—so your AI agents learn from how people really think, move, and interact.
Unlimited, Private Evaluations
Don't tune your agent to a quiz—test it in the wild. Run unlimited evaluations against real human workflows, privately, at scale. Surface clear gap-to-human analytics before your agents ever hit production.
Continuous, Domain-Specific Feedback
Evaluation isn't a stunt; it's a feedback loop. We generate fresh, on-demand workflows, replay them in secured VMs, and capture gap-to-human scores that feed directly into your RL or post-training pipelines.
Let's Talk Data & Evaluation
Ready to transform your AI agents with high-fidelity human workflows and on-demand simulation benchmarks? Contact us today.
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