StallerStack
AI Service

AI Maintenance & Support

Every AI system degrades without attention — model drift, prompt regressions, upstream API changes. We take on the ongoing monitoring, retraining, and incident response so your AI stays accurate long after the initial launch.

Close-up of a hand typing on a computer keyboard

<4 hrs

Avg. Response to Drift Alert

0+

Systems Under Support

Built-in

Retraining Automation

Included

Monthly Health Reports

What's Included

Monitoring and alerting for drift, latency, and cost

Scheduled retraining or prompt review cadence

Monthly health report

How We Work

01

Baseline Audit

We assess your current AI system's monitoring, documentation, and known failure modes.

02

Monitoring Setup

We instrument accuracy, latency, and cost tracking so drift is caught before it's a support ticket.

03

Ongoing Operations

We handle retraining, prompt updates, and dependency upgrades on a regular cadence.

04

Incident Response

When something breaks, we're the team that diagnoses and fixes it, with a defined SLA.

What You'll Receive

  • Monitoring and alerting for drift, latency, and cost
  • Scheduled retraining or prompt review cadence
  • Monthly health report
  • Incident response with defined SLA
  • Change log of updates and their impact

How Engagements Typically Work

Every project starts with scoping — here's the shape most engagements for this service take.

01

Support Retainer

A monthly retainer covering monitoring, minor updates, and incident response for one or more AI systems.

02

Retraining Package

Scheduled model retraining cycles for systems with regularly changing data.

03

On-Call SLA

A defined response-time SLA for critical AI system incidents outside normal hours.

Technologies We Use

The tools and platforms our AI Maintenance & Support team works in day to day.

Monitoring

Prometheus
Grafana
MLflow

Infra

Docker
Kubernetes
AWS

Frequently Asked Questions

Yes — we regularly take over maintenance for systems built by other teams after an onboarding audit.

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