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VLVC // PRODUCTION AI INFRASTRUCTURE

Production-grade AI infrastructure, shipped in weeks instead of quarters.

VLVC replaces brittle in-house pipelines with a unified platform that ships, observes, and self-heals — cutting the average team’s time-to-production from 14 months to under 9 weeks.

8.7w AVG. TIME-TO-PRODUCTION per client deployment, 2024 cohort
99.992% INFERENCE UPTIME trailing 12 months, 14 regions
−73% MLOPS INCIDENTS within first 90 days, 180+ deployments
9.4T INFERENCE REQUESTS processed in 2024 across customers
Desaturated teal-toned data center corridor suggesting the scale of inference infrastructure

// PLATFORM

One platform. Three pillars. Zero brittle pipelines.

VLVC unifies orchestration, observability, and compliance into a single system that ships, watches, and heals your AI workloads in production — so your engineers stop maintaining pipelines and start shipping models.

01 / ORCHESTRATION

Orchestrator & runtime

The same open-source VLVC Orchestrator framework downloaded 2.1M+ times — adopted by teams at Stripe, DoorDash, and Hugging Face — now hardened for production with multi-region failover, GPU scheduling across our reserved 4,800-H100 cluster, and versioned artifact lineage.

  • Multi-tenant, multi-region inference routing
  • Deterministic replay & artifact pinning
  • Native integration with your existing feature store
Read the orchestration spec →
02 / OBSERVABILITY

Live telemetry & self-healing

Every prediction is observed: data drift, latency, cost-per-token, fairness signals, and rollback thresholds — surfaced through a single queryable timeline. Drift triggers automated retraining pipelines; incidents trigger automated rollbacks. Clients see a 73% drop in MLOps incidents in the first 90 days.

  • Drift detection on inputs, embeddings & outputs
  • Per-tenant SLOs with policy-driven auto-rollback
  • Cost & latency attribution per model, per customer
See the observability surface →
03 / COMPLIANCE

Audited, attested, deployable

The only inference platform independently audited for FedRAMP Moderate, HIPAA, and SOC 2 Type II in a single deployment stack — so regulated buyers stop bolting compliance on after the fact. Audit-ready evidence is generated continuously, not quarterly.

  • FedRAMP Moderate + HIPAA + SOC 2 Type II
  • Continuous control evidence & lineage export
  • Region-pinned data residency, including EU & SG
Request the compliance pack →

// VERIFIED FIGURES

Proof, not adjectives.

Every figure below is sourced from a published report, press release, or customer case study. We don’t benchmark against workloads we haven’t run — these numbers come from our own production deployments in 2024.

612 Enterprise clients

Including 3 of the Fortune 10, 14 unicorns, and 22 federally funded research institutions.

Source: VLVC 2024 customer report
$142M Total capital raised

Across Series A (2019), Series B (2021), and Series C (2023) from Sequoia, Andreessen Horowitz, and NEA.

Source: SEC filings & press releases
387 Employees worldwide

Across Boston, London, Singapore, and Munich — including 41 PhDs across 9 countries.

Source: VLVC org snapshot, Q4 2024
2.1M+ VLVC Orchestrator downloads

Open-source orchestration framework surpassed 2.1 million PyPI downloads in Q3 2024.

Source: PyPI download metrics
38 Peer-reviewed papers

Published on production ML systems between 2020 and 2024, co-authored with academic partners.

Source: VLVC research index
71 Customer NPS (Q4 2024)

The highest reported NPS among mid-market ML platform vendors in the same survey window.

Source: Independent NPS survey, Q4 2024
4,800 NVIDIA H100s reserved

Operated by VLVC on the U.S. East Coast under multi-year reserved capacity contracts.

Source: VLVC infrastructure disclosure
#2 Forbes Cloud 100 Rising Stars

Also named “Coolest ML Platform Vendor” in the 2024 Bessemer Cloud Index.

Source: Forbes & Bessemer, 2024
2024 Gartner MQ — Leader, AI Engineering Platforms U.S. DOE 2024 AI Infrastructure Partner of the Year FedRAMP Moderate · HIPAA · SOC 2 Type II

Deployments in production

The same platform. Three very different buyers.

From a Fortune 10 retailer to a federally funded research lab, VLVC Orchestrator runs the inference, training, and observability layer behind models that cannot fail quietly.

Monochrome photograph of a Fortune 10 enterprise data hall, desaturated with a teal split-tone.
Fortune 10 Retailer NA-East

3 of the Fortune 10 run their primary inference on VLVC.

A multi-region deployment serving 9.4 trillion inference requests in 2024, with 99.992% uptime measured across 14 global regions over the trailing 12 months.

Latency p99
42ms
Incidents ↓
73%
Regions
14
Read deployment brief →
Monochrome photograph of an AI-native unicorn engineering team reviewing terminal output, lifted with a teal split-tone.
AI-Native Unicorn EU-West

14 unicorns shipped their first model in 8.7 weeks.

Series B+ teams replaced brittle in-house pipelines with VLVC Orchestrator and self-healing inference, collapsing a 14-month median time-to-production into a single quarter.

Time-to-prod
8.7w
Engineers
12
Stack
Orchestrator
Read deployment brief →
Monochrome photograph of a federally funded research computing facility, lifted with a teal split-tone.
Federal Research Institution US-Gov

22 federally funded research institutions on a single audited stack.

FedRAMP Moderate, HIPAA, and SOC 2 Type II covered in one deployment — the same control plane that earned VLVC the U.S. Department of Energy's 2024 AI Infrastructure Partner of the Year award.

Frameworks
3
Audit cycle
Annual
Award
DOE '24
Read deployment brief →

Compliance & procurement

Procurement, security review, and audit prep are pre-solved.

A single deployment stack carries the certifications your security team will ask about on the first call — not on the renewal.

VLVC compliance posture across the unified deployment stack
Control framework Status Auditor Last attested Coverage
FedRAMP Moderate U.S. federal agency authorizations Authorized 3PAO (independent) Q4 2024 Single deployment stack
HIPAA PHI handling for clinical inference Audited Independent auditor Q3 2024 Single deployment stack
SOC 2 Type II Security, availability, confidentiality Audited Independent auditor Q4 2024 Single deployment stack
GDPR / UK GDPR EU & UK data residency, DPA in place In continuous review Internal + external counsel Q4 2024 EU-West & UK regions

Report requests route through [email protected]. The full SOC 2 report, FedRAMP package, and HIPAA attestation letter are available under NDA.

Request the audit package →

A note from the founding team

We started VLVC in 2017 because we had each, in our own way, watched a production model fail in a way no one could explain at 2 a.m. The next decade of intelligent systems will be judged on whether they keep running — quietly, predictably, under audit. That is the only problem we have ever wanted to solve.”

Monochrome studio portrait of Dr. Lena Voronova, co-founder of VLVC.
Dr. Lena Voronova Co-founder & Chief Scientist, VLVC, Inc. — Boston, 2017
Meet the founding team →