TL;DR: Long-horizon agents break down. They can retrieve facts and utilize tools, but when it comes to long, multi-step enterprise workflows, they deviate from standard operating procedures (SOPs), fail to reproduce successful behaviors, and consistently repeat costly mistakes.
Aviro fixes that. They are starting with Cortex, a task-time intelligence layer that helps agents follow proven enterprise workflows when they exist, safely improvise when they don't, and capture and apply new best practices as they emerge. Agents get more reliable with every task instead of starting from a blank slate each time.
With Cortex running, their deep research agent outperformed OpenAI's—beating it by 70% on enterprise search tasks and surpassing Microsoft's Deep Research benchmark.
Agents are now being tasked with longer, higher-stakes enterprise processes, where mistakes can compound quickly, and reliability erodes rapidly. Today's agents:
Don't carry forward what worked
Lose context across tools and handoffs
Repeat the same errors (wasting time and compute)
Deliver inconsistent results teams can’t trust
They fail not because models aren't smart enough, but because agents can't learn or adapt to enterprise workflows.
Their intelligence layer, Cortex, solves this by providing task-time intelligence that evolves with your enterprise. Cortex:
Learns From Every Attempt - extracts reusable lessons from long, complex runs that help future ones stay on track
Context-Aware Retrieval - surfaces the right lessons at the right moments, without slowing or overloading the agent
Workflow-Aware Guidance - anchors to your existing SOPs while evolving them as better approaches emerge
RL-Powered - uses reinforcement learning to optimize guidance and retrieval over time
Seamless Enterprise Integration - works alongside your current agents, models, and tools with lightweight wiring
With Cortex, agents identify bottlenecks early, apply proven solutions, and adapt established workflows to new scenarios without context overload. Even as complexity increases, they maintain focus and improve with each use. Their deep research agent, powered by Cortex, outperformed OpenAI's by 70% on enterprise search tasks and topped Microsoft's Deep Research benchmark.
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