Insights

Our Philosophy

AI for the enterprise must do more than sound smart.

It must be safe, private, and accountable.

Across deployments, our systems consistently outperform humans and traditional AI tools:

• 30–40% lower cost

• 3× more efficiency

• End-to-end task ownership

Our architecture is designed to:

• Reduce hallucinations → grounded in workflows, not just text

• Lower cost per interaction → lightweight, edge-ready models.

• Self-improve on real interactions → no massive retraining cycles.

Voice Agents (e.g., VAPI)

• API-first.

• Great for voice-enabling apps, but don’t own workflows → no autonomy, no end-to-end outcomes.

• Strong in TTS + real-time conversation.

• But primarily built as a platform for others to build on, not a full enterprise solution.

• Lacks deep integration, context awareness, and task ownership that enterprises demand.

• Optimized for Q&A and assistance

• Still depend on humans to finish the task

• High hallucination risk at enterprise-critical workflows.

Not a chatbot. Not a voice assistant. Not a feature.

An AI employee:

• End-to-end task completion

• Context-aware and self-improving

• Secure, enterprise-first integration

• Lightweight architecture → lower cost per task, fewer hallucinations

• Future-ready for mobility, robotics, IoT

The next leap in enterprise AI isn’t text on a screen.

It’s real-time, human-like interaction — systems that listen, speak, and act.

At VOLV, that future is already here.

Ava is just the beginning.

Next comes scale:

• Across industries and workflows

• Into robotics, mobility, and IoT

• Adaptive systems wherever voice and execution matter

This is the era of self-driving software.

And Ava is the first step – not the last.