plumbers
Virgo Machine Labs · Toph Engine · Intelligence for data pipelines

Data engineers are
the plumbers
of the internet.

When a pipeline breaks at 2am, someone gets paged. They open four terminals, dig through four log formats, and spend 47 minutes finding what Virgo finds in 8 seconds. Your engineers built the internet. Let them sleep.

47min
Average time to manually diagnose a failed nightly extract
8sec
Time for Virgo to read all logs, find root cause, and file a ticket
Live demo below
6×
Throughput increase at Pandit after 12 months with Toph Engine
Pandit case study, 2024
0
Data leaves your network. Runs entirely inside your VPC or firewall.
Live demo

Watch Virgo work.

Hit run. The Aetna nightly extract fails. Virgo reads all four logs at once, finds the root cause, and files the Jira ticket. Nobody gets paged.

Pipeline logs · aetna nightly extract · job #841 · 2025-05-17
Jenkins · aetna-nightly-extract
Databricks · transform job
Azure Synapse · load log
ADLS Gen2 · staging audit
Virgo reading all logs simultaneously…
🎯  Jira Service Management
Auto-filed by Virgo · 02:14:28 AM
INC-2025-0847 · Aetna nightly extract failed: write permission denied on PADbx
IT Support · Data Pipeline Incidents · aetna-nightly-extract · Build #841
IT
Assigned to IT Support queue
No SME required · Filed in 8s
Who it's for

Built for teams where
the pipeline can't go down.

Data engineers are the plumbers of the internet regardless of industry. Small team, critical pipelines, institutional knowledge living in people's heads. That's who we built this for.

Health Tech & B2B Cloud

Small teams running critical healthcare data infrastructure

Payer extracts, EHR pipelines, clinical data warehouses. When your nightly Aetna extract fails, someone gets paged. With Virgo, they get to sleep.

HIPAA SOC-2 Type II Runs in your VPC BAA available
Get early access →
Government & Public Sector

Agency IT teams running legacy data infrastructure

Benefits disbursement, tax processing, public health records. The engineer who built the system retired in 2019. Virgo captures what they knew before it's gone.

FedRAMP · in progress FISMA On-prem deployment Air-gapped available
Join the waitlist →
How it works

Three steps.
Zero pages.

01

Connect to your pipeline

Virgo installs as a Docker image inside your VPC or on-prem environment. It connects to your orchestrator, transform layer, staging, and destination via MCP. No data leaves your network. Works with Jenkins, Airflow, Databricks, Synapse, Snowflake, and more. Up in under an hour.

02

Virgo reads everything at once

When a job fails, Virgo reads logs across every step at the same time and builds a graph of the run. It finds where things actually broke, not just where the error surfaced. The answer that takes your engineer 47 minutes takes Virgo 8 seconds.

03

A ticket lands in your queue. Nobody gets paged.

No log dumps. A plain-English Jira ticket with the failed step, the root cause, the fix, and whether a rerun is safe. It's there when your team comes in the morning. Over time Virgo learns your pipeline's patterns and your SMEs can stop being the on-call answer to everything.

Built for regulated environments from day one.

We know how health tech and government procurement works. Security is never the reason you can't use Virgo.

HIPAA-ready architecture. BAA available.
Runs entirely inside your firewall or VPC.
No logs, no metadata, no PHI leaves your network.
Installed as a Docker container. You control the environment.
SOC 2 Type II in progress. FedRAMP roadmap in place.
Air-gapped deployment available for government clients.
Early access

Your engineers built
the internet.
Let them sleep.

We're working with a small group of health tech and government data teams to get this right. Early access is free while we're building. You help shape what it becomes.

No pitch decks. We'll reach out personally and actually listen.