Verification Intelligence™
Made Simple
Give your verification team their mornings back. dVI™ turns overnight failures into a prioritized action plan with DeepDebug™, AI triage, real‑time monitoring, and grounded chat — all running securely on‑prem.

Built for pre‑silicon workflows
Why verification teams choose dVI
Reduce triage time, surface regression health in real time, and debug faster with grounded context — all running securely on‑prem.
- DeepDebug™ root-cause analysis
- LLM-powered agentic mode that traces each failing test to its true root cause.
- AI triage with smart clustering
- Group failures by root‑cause signals, so engineers focus on classes, not one‑offs.
- Live regression health
- Monitor your regressions as they run with dashboards and rollups your leads can trust.
- Grounded, conversational debugging
- Ask natural‑language questions; dVI answers with citations from your logs and artifacts.
- On‑prem privacy and control
- Deploy inside your network. Your design data and logs never leave your environment.
- Drop‑in with existing flows
- Works with common regression runners, log formats, and storage you already use.
Verification Intelligence + agentic platform
dVI and the Dhenara Suite
Start with dVI™ for pre-silicon verification. When you need to build agentic systems or scale beyond chat, the Dhenara suite (Hub, Agent DSL, dhenara-ai, Chat) is ready to help.

AI-powered regression triage, DeepDebug™ root-cause analysis, and live monitoring for pre-silicon verification. Clusters failures, produces executive summaries, and grounds a chat on your logs — fully on-prem.
- AI triage with smart clustering
- DeepDebug™ root-cause analysis
- Real-time regression health
- Conversational debugging with context
- On-prem security and privacy

The Dhenara Suite
Dhenara Hub
Enterprise-grade platform for developing, running, coordinating, monitoring, debugging and scaling AI agents in production environments.
- Agent coordination and orchestration
- Production-ready deployment tools
- Comprehensive monitoring and analytics
- Enterprise security and compliance
- Cost tracking and optimization
- Team collaboration features

Dhenara Agent DSL (DAD)
Open-source framework built on dhenara-ai for AI agent creation with its own powerful DSL.
- Component-based architecture
- Expressive agent definition
- Comprehensive observability
- Reproducible execution
- Event-driven workflows
- Extensible node system

Dhenara-AI
Open-source Python package for simplified LLM API interactions across providers.
- Unified API across multiple providers
- Type safety with Pydantic
- Easy regeneration across providers
- Streaming support
- Cost tracking and monitoring
- Extensible design

Dhenara Chat
Provider-agnostic AI chat platform built with the dhenara-ai framework. Chat with a wide range of model from Anthropic, OpenAI, Google and more. Generate text and image outputs.
- Multiple model providers
- Custom knowledge bases
- Enterprise security
- Transparent pricing
- Real-time usage tracking
- Seamless deployment
