Build agents that learn from experience
TL;DR: Long-horizon agents break down. They can retrieve facts and utilize tools, but when it comes to long, multi-step workflows, they fail to reproduce successful behaviors and consistently repeat costly mistakes.
Aviro fixes that. We’re starting with Cortex, an RL-based intelligence layer that makes agents learn through experience. With Cortex running, our deep research agent outperformed OpenAI's—beating it by 70% on enterprise search tasks and reaching #1 on Microsoft's Deep Research benchmark.
We're partnering with teams building advanced agents for complex business. Contact us at founders@aviro.ai or book a time here.
Why This Matters
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.
What Makes Aviro Different
Our 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. Our deep research agent, powered by Cortex, outperformed OpenAI's by 70% on enterprise search tasks and topped Microsoft's Deep Research benchmark.
Who We're Looking For
We're partnering with enterprise teams building advanced agents that operate across complex business processes. Reach out at founders@aviro.ai or book a time here.
