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dVI
AI for Pre‑Silicon • Private by design

Verification Intelligencefor Pre‑Silicon Teams

Overnight failures to a morning plan. dVI™ clusters your regressions and DeepDebug™ traces each failing test to its root cause — with on‑prem privacy and cost transparency.

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Pilot update

Seeking 1–2 pilot partners

Run dVI™ on your latest regression. 4–6 week pilot with measurable outcomes and on‑prem deployment.

4–6 weeksOn‑prem & privateMeasurable outcomes
Pilot slots
2 available this quarter

Quickstart

Up and running in minutes

Private-by-design. No code changes to your testbench. Works with your existing regressions.

1) Monitor overnight regressions

Point to your nightly root; we incrementally scan and index artifacts without overloading NFS.

# install
pip install dvi

# index last night's regressions
dvi monitor --root /nfs/nightly_nov_4,_2025
2) Curate clean datasets

Create structured JSON/JSONL datasets from logs and signals—ideal for audits or model evals.

# extract structured failure data
dvi curate --index .dvi/index 
3) Deep‑debug a failure

Ask the DeepDebug agent to reason across logs, wave markers, and prior occurrences.

# analyze a specific test
dvi debug --test tb_core_random_42 

Security & On‑Prem

  • Private-by-design: process logs locally; ship nothing off your network.
  • On‑prem deploys and air‑gapped environments supported.
  • Audit‑ready JSON/JSONL artifacts; configurable retention.

Supported Simulators

Drop‑in with no testbench changes.

VCSXceliumQuestaVerilator

Verification‑ready features

What you get on day one

Drop into your existing regressions and get instant signal: AI triage, DeepDebug™ root‑cause, grounded chat, and live health — all on‑prem.

DeepDebug™ Root‑Cause
LLM‑powered agentic mode that hunts the true reason each test failed, gathers all relevant context, and lets you iterate via a modern chat interface.
Instant AI Triage
Overnight analysis produces clustered failure groups with executive summaries and prioritized action items.
Real‑Time Monitoring
Live dashboard tracks pass rate, failure deltas, and cost — optimized for regression workflows.
Multi‑Simulator Logs
Out‑of‑the‑box patterns for VCS, Xcelium, Questa, Verilator and more using AI‑assisted parsing.
Conversational Debug
Ask natural questions about current failures. Chats are grounded in your latest triage, DeepDebug™ insights, and logs.
On‑Prem Privacy
Everything runs inside your network. Zero data exposure and full IP protection.

Built for verification teams

  • Leads: Track new vs existing failures. Prioritize by impact.
  • Engineers: DeepDebug™ root‑causes tests and reduces log spelunking.
  • Managers: Clear rollups by run, test, and owner to plan the week.

Ready to see it on your regressions?

We’ll connect to a sample run, cluster failures, and walk your team through the morning plan.

Talk to us

Why dVI™ over scripts + spreadsheets

dVI™ unifies incremental monitoring, DeepDebug™ root‑cause, AI parsing, and contextual chat into a single, reproducible pipeline your whole team can trust.

Advantages

  • DeepDebug™ automatically surfaces the true root cause of each failure
  • Incremental scan avoids reprocessing and NFS overloads
  • Versioned triage snapshots with “latest” convenience link
  • Grounded chat that already knows your regression context
  • Bounded concurrency to keep EDA servers stable
  • Cost and token telemetry per regression run
  • Plain JSON artifacts for long‑term portability

Pilot ProgramStructured 4–6 week engagement to prove value quickly

4–6 weeksOn‑prem, privateMeasurable outcomes
Run dVI on a recent regression — no testbench changes
Daily triage rollups and live health dashboards
DeepDebug™ explains true root causes with citations
Close with a quantified before/after report
Pilot slots
2 available this quarter