CASE-03.PEFINANCE

AI Model Managed Services

Global Private Equity Firm ($50B+ AUM)

Timeline

6 MONTHS

Impact

99% UPTIME

Scale

$50B+ AUM

Managed ServicesML Ops
OVERVIEW // REF_001

This global private equity firm with $50B+ in assets under management had deployed AI-powered tools for deal sourcing and portfolio analysis. However, without dedicated ML Ops expertise, the systems were experiencing degraded performance and increasing technical debt.

THE CHALLENGE

A leading PE firm had invested in AI-powered investment analysis tools but lacked internal ML Ops capacity to maintain and optimize production systems.

OUR APPROACH

A 6-month managed services engagement providing 24/7 monitoring, continuous optimization, and feature enhancements for their AI infrastructure.

SOLUTION DETAILS // REF_002

What We Delivered

01

Implemented comprehensive monitoring and alerting infrastructure

02

Established SLA-driven support with 24/7 on-call coverage

03

Created automated model retraining pipelines

04

Optimized inference endpoints for reduced latency

05

Delivered monthly performance reports with optimization recommendations

KEY RESULTS // REF_003

Measurable Impact

99%+ system uptime maintained

20% improvement in model response time

Continuous model optimization and updates

Regular performance reporting and insights

TECHNOLOGIES USED:
AWS SageMakerMLflowDatadogTerraformPython
"Having Astellent manage our AI infrastructure lets us focus on using the insights rather than worrying about the plumbing. Their team feels like an extension of ours."

CTO

Global Private Equity Firm

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