Understanding where automation still falls short.
Rigorous field research, operational telemetry, and architectural analysis of enterprise workflows across 400+ production agent deployments.
Telemetry Anomaly Frequency
Live-stream trace log
Why most business automation still requires humans
Legacy Robotic Process Automation (RPA) assumed the enterprise is neat and structured. It collapsed because 80% of business context arrives as unstructured human thought. We analyzed 1.2M failures to understand why deterministic rules shatter.
Published field notes & investigations.
AI Agents vs Traditional Workflow Automation
Why moving from step-based if/then recipes to goal-seeking agents with tool autonomy fundamentally shifts operational velocity without brittleness.
Where Current Enterprise Automation Falls Short
The hidden operational overhead when brittle API connectors break and human operators are left with no audit trail or debugging visibility.
Deterministic Guardrails for Probabilistic LLMs
Architectural techniques for preventing model hallucination in high-stakes financial, logistics, and healthcare transactions.
Sub-500ms End-to-End Autonomous Workflows
Optimizing multi-system state retrieval, schema validation, and carrier dispatch queries in asynchronous distributed topologies.
Want to run an empirical benchmark on your workflow?
Our research team simulates custom datasets against your policy constraints to calculate failure reduction.