Customers

Built with GPU operators. Trusted in production.

From regional banks to global logistics — platform teams choose Mandarum because it serves, governs, and scales AI on NVIDIA GPUs.

Financial services

NorthBank cut inference cost 62% while serving 40B tokens per month.

Migrated from scattered GPU clusters to Mandarum Voltra on H100s. TensorRT-LLM compilation and semantic caching eliminated redundant compute.

62%
Inference cost reduction
40B
Tokens / month
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Healthcare

Helix Health deployed HIPAA-compliant LLM inference across 380 clinics.

VPC deployment on NVIDIA GPUs. NIM microservices for clinical note drafting, coding, and prior-auth — governed by NeMo Guardrails.

99.97%
Guardrail compliance
142ms
p99 first-token
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Logistics

Atlas Logistics

Mandarum turned fleet ETA models into a governed inference platform. GPU utilization went up; exceptions went down.

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SaaS

Vellum AI

We finally see which model version burned cost and why. Voltra made inference economics legible to finance.

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Manufacturing

Pinecrest

Jetson edge vision and central H100 serving now run on one control plane. Audit stopped being a spreadsheet project.

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Public sector

Orbital Systems

Praxon gave us immutable inference records and approval chains our compliance team could actually sign off on.

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Retail

Marlow & Co.

Cuvex grounded every answer in the right catalog and policy scope. Hallucinations dropped before holiday traffic hit.

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Energy

Brightline

Our platform team manages Triton, NIM, and hosted APIs from one runtime now. That changed the pace of production rollouts.

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