terminal IT & Engineering AI Use Cases

Transforming IT Operations with
Applied Generative AI.

We don't build generic chatbots. We implement specialized Google Cloud AI solutions that directly solve engineering's biggest challenges: technical debt, incident resolution times, and cloud waste.

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Built securely on Google Cloud's Enterprise AI Infrastructure

neurology Vertex AI
code_blocks Gemini Code Assist
security Google SecOps
database BigQuery ML

Common IT & DevOps AI Use Cases

See exactly how Evonence helps engineering organizations turn complex operational bottlenecks into automated, high-velocity solutions.

terminal

AI Code Generation & Refactoring

The Problem Developers spend too much time writing boilerplate code, deciphering undocumented legacy systems, and writing unit tests instead of building new features.
What We Do We integrate Gemini Code Assist directly into your IDEs and codebases. Developers can use natural language to generate secure code, explain legacy scripts, and auto-generate comprehensive unit tests.
troubleshoot

Intelligent Root Cause Analysis

The Problem During critical outages, SRE teams waste precious minutes manually parsing through disparate server, network, and application logs to find the point of failure.
What We Do We build AIOps pipelines that stream telemetry data into Google Cloud Operations. During an incident, the AI instantly correlates anomalies across microservices and summarizes the exact root cause.
support_agent

Autonomous IT Helpdesk

The Problem Internal IT teams are bogged down by repetitive L1 requests—password resets, software provisioning, and VPN access—delaying higher-priority infrastructure tasks.
What We Do We deploy AI agents securely connected to your IAM and ITSM (like ServiceNow/Jira). The agent can autonomously execute runbooks to resolve routine requests via Slack or Teams.
gpp_bad

Automated Threat Response (SecOps)

The Problem Security Operation Centers (SOC) suffer from alert fatigue. Analysts struggle to rapidly triage complex threat intelligence feeds and write mitigation rules fast enough.
What We Do We empower your SOC with Google Security AI. It translates complex malware behavior into plain English and automatically generates the precise Terraform/firewall scripts needed to isolate the threat.
account_balance_wallet

Predictive Cloud FinOps

The Problem Cloud costs spiral out of control due to idle compute instances, over-provisioned Kubernetes clusters, and orphaned storage volumes that manual audits miss.
What We Do We apply Machine Learning models to your billing and utilization data. The AI forecasts spend anomalies and automatically generates pull requests to right-size infrastructure based on actual compute usage.
architecture

Generative Infrastructure (IaC)

The Problem Manually configuring servers and networks leads to configuration drift, security vulnerabilities, and deployment bottlenecks across different environments.
What We Do We build specialized AI prompts grounded in your company's security policies. Engineers can prompt the AI to output pre-approved, compliant Terraform or YAML templates ready for deployment.
smart_toy DevOps AI Copilot
Why is the production database latency spiking?
temp_preferences_custom Analyzing Cloud SQL Logs...
I found a blocking transaction originating from deploy #842. The query is performing a full table scan on the `users` table without an index.

I recommend killing PID 4921 or rolling back to deployment #841.
Generate the rollback command.
kubectl rollout undo deployment/api-server -n prod

Stop Hunting for Answers in Outage Logs.

Legacy IT relies on reacting to support tickets and manually parsing thousands of log lines when a system fails. We implement Google Cloud AI Copilots to provide deep, conversational observability directly into your tech stack.

  • translate

    Natural Language Operations

    Ask plain English questions like "Why did the Kubernetes cluster scale up?" and get direct answers backed by your live telemetry data.

  • quick_reference_all

    Actionable Resolution

    AI doesn't just tell you what's broken; it generates the exact bash commands, YAML files, or Terraform scripts needed to fix it instantly.

The AI-Powered IT Operations Engine

Generative AI is only as smart as the data it accesses. Evonence securely connects your internal wikis, GitHub repos, and ServiceNow tickets to Vertex AI using Retrieval-Augmented Generation (RAG). This ensures your AI agents give accurate answers based on your actual network architecture.

  • RAG

    Grounded in Your Runbooks

    Connect your internal Confluence pages and IT documentation to Vertex Search, eliminating generic AI hallucinations.

  • IAM

    Enterprise-Grade Security

    Your codebase, proprietary data, and internal IT policies are never used to train public Google AI models.

Enterprise RAG Architecture for IT
description Internal Runbooks
code Code Repositories
forum Slack / ITSM Tickets
neurology Vertex AI + Vector Database
support_agent IT Helpdesk Bot
terminal Developer IDE Copilot

Measurable Engineering Velocity.

We only architect solutions with a clear, direct path to improving deployment speeds and dropping operational overhead.

40%
Reduction in L1 Tickets

Internal helpdesk agents autonomously resolve routine IT requests like software provisioning, unblocking human staff.

50%
Faster Code Generation

Developers using Gemini Code Assist spend less time writing boilerplate and more time solving complex architectural problems.

3x
Faster Incident Resolution

AI-driven log analysis cuts down the time required to trace root causes across complex microservice architectures.

Ready to empower your engineering teams?

Schedule a technical strategy session with an Evonence AI Architect to discuss which operational use case will deliver the highest ROI.

Recognized Expertise

Google Cloud Premier Partner
● Cloud Architecture
● Generative AI
● DevOps & SRE