Case studies

Outcomes that redefine what's possible.

Every engagement is a deployment — not a recommendation. Here's what happens when Convergile.AI embeds directly into your environment.

01Financial Technology
14 weeks
AI Forward Deployment Engineering
Platform Engineering

Regional Investment Platform

The challenge

A mid-market fintech with $4B AUM was running a legacy monolithic deployment pipeline that produced 3-week release cycles, frequent production incidents, and an engineering team spending 40% of their time on deployment-related firefighting.

Our approach

Convergile.AI redesigned the CI/CD architecture end-to-end — introducing AI-assisted canary analysis, automated rollback logic, and a self-service deployment platform for engineering teams. We also implemented predictive failure detection trained on 18 months of deployment history.

Outcomes

47%

Reduction in deployment cycle time

91%

Fewer production incidents post-deployment

Increase in release frequency

40%

Engineering time reclaimed from ops

"

We went from dreading deployments to shipping multiple times a day. The AI-assisted rollback alone has saved us from three major incidents.

VP of Engineering

Stack:KubernetesArgoCDTerraformDatadogPythonGitHub Actions
02Healthcare Technology
18 weeks
Business Modernization
AIOps & Observability

Clinical Data SaaS Provider

The challenge

A healthcare SaaS company processing 2M+ patient records daily had manual IT operations consuming 60% of engineering bandwidth. Alert fatigue was severe — over 800 alerts per day with a 12% actionability rate — leaving no capacity for product development.

Our approach

We deployed a full AIOps layer across their infrastructure stack — implementing intelligent event correlation, automated triage workflows, and self-healing runbooks for the 40 most common failure modes. We also redesigned their observability architecture with unified telemetry and AI-powered anomaly detection.

Outcomes

60%

Reduction in operational overhead

80%

Reduction in alert noise

Engineering throughput increase

94%

Alert actionability rate (up from 12%)

"

Our engineers stopped being on-call firefighters and started being product builders. The ROI was visible within the first month.

CTO

Stack:AWSPrometheusGrafanaPagerDutyAnsibleOpenTelemetry
03B2B SaaS
10 weeks
Business Modernization
AI Asset Management

Enterprise Workflow Automation Platform

The challenge

A B2B SaaS company with 300+ enterprise customers had cloud infrastructure costs growing at 2.4× their revenue growth rate. They had no visibility into cost drivers, no enforcement mechanisms, and a finance team manually reviewing cloud bills each month.

Our approach

Convergile.AI deployed autonomous cost optimization agents across their AWS and Azure environments — continuously right-sizing compute, identifying idle resources, and enforcing spend policies without manual review. We also implemented a real-time cost intelligence dashboard and automated anomaly alerting.

Outcomes

$2.1M

Annual infrastructure savings

38%

Cloud cost reduction

100%

Automated policy enforcement coverage

6 hrs

Finance team time saved per month

"

We had no idea we were leaving $2M on the table every year. Convergile.AI found it, fixed it, and automated it so it stays fixed.

CFO

Stack:AWSAzureTerraformPythonGrafanaCloudHealth
04Enterprise Technology
12 weeks
AI Asset Management
AI Governance

Global IT Services Organization

The challenge

A 1,200-person IT services organization had deployed 47 AI models across their operations over 18 months — with no inventory, no governance framework, and no visibility into model performance or compliance status. A regulatory audit was 90 days away.

Our approach

Convergile.AI deployed our AI Asset Management framework — running automated discovery across all environments, cataloging every model and agent, establishing a governance policy layer, and building a compliance dashboard ready for audit. We also implemented model observability for all production systems.

Outcomes

100%

AI asset visibility achieved

47

Models discovered, cataloged, and governed

Faster audit completion

90 days

From zero governance to audit-ready

"

We didn't know what AI we had running in production. Convergile.AI gave us full visibility and got us audit-ready in 90 days.

Chief Compliance Officer

Stack:PythonMLflowKubernetesGrafanaPostgreSQLTerraform
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