AI agent use cases for operations teams
How operations teams put AI agents to work: real deployments with the results they reported, and recipes you can try. Every example links to its source.
Triage support tickets with an n8n AI Agent and confidence-based routing
An n8n workflow cleans and validates incoming tickets with plain code nodes, uses an AI Agent only to classify urgency and type, and routes each ticket based on how confident the …
The suggested routing: above 0.85 processes autonomously, 0.6-0.85 is processed but flagged for review, and below 0.6 goes to a human.
How The AA answered routine trading questions in Teams with Databricks Genie
UK roadside assistance provider The AA used the Genie Conversation API to answer trading teams' routine data questions inside Microsoft Teams. Databricks reports faster answers to…
Databricks reports a 70% efficiency gain in answering routine queries.
Script Gemini CLI in your terminal: explain logs, write commits, document files
Gemini CLI's headless mode takes piped input and returns plain text or JSON. That makes it usable inside shell scripts, aliases and CI jobs.
Explanations of failures from piped logs, and commit messages generated from staged diffs.
Build a CI-health monitoring agent with the Claude Agent SDK and GitHub MCP
In this Anthropic cookbook notebook, an agent gets the official GitHub MCP server and is told to look over recent CI runs. It reports failing jobs, flaky patterns and recommended …
A status summary of recent CI runs and what triggered them.
Automate a web task in natural language with Stagehand
Stagehand's starter project scripts a browser with plain-English instructions. act, extract and observe handle single steps, and agent runs a multi-step task on its own.
A TypeScript script that clicks, extracts and inspects pages from short instructions.
How Qualified automated BDR work with 35+ Relevance AI agents
Qualified, a marketing software company, built more than 35 specialized agents on Relevance AI to handle business development work its ops manager once did by hand. Relevance AI r…
Relevance AI reports a 10x increase in output.
How Hero FinCorp automated two-wheeler loan processing with Agentforce
Indian lender Hero FinCorp used Agentforce, with MuleSoft document processing, to automate two-wheeler loan processing from application to disbursal. Salesforce reports turnaround…
Salesforce reports turnaround cut from 2 days to 30 minutes, an 80% reduction.
How Healthie automated sales call coaching and churn alerts with Zapier Agents
Healthcare software company Healthie built Zapier Agents that review sales calls, draft follow-ups and flag churn risks across its systems. Zapier reports large weekly time saving…
Zapier reports 60+ hours saved per week across Sales and CS.
How Hawksmoor turned missed restaurant calls into bookings with a PolyAI agent
UK restaurant group Hawksmoor deployed a PolyAI voice agent that answers calls and books tables across its 14 sites. PolyAI reports high call volumes handled and better conversion…
PolyAI reports 20k calls answered every month and 80,000 covers booked since July 2025.
How Empower cut incident response time with Factory Droids
Fintech company Empower used Factory's platform and Review Droid for incident diagnostics, QA impact analysis, product questions and automated code review. As reported by Factory,…
As reported by Factory: incident response time was reduced 'by up to 40%'.
How Datadog tested Codex code review by replaying past incidents
Datadog ran Codex against old pull requests that had contributed to incidents, to check whether AI review would have caught the risk. After the test, it rolled Codex review out wi…
As reported by OpenAI: Codex 'found more than 10 cases, or roughly 22% of the incidents' examined, where engineers said its feedback would have made …
How a Plaid support lead built an SLA dashboard with Replit Agent
A Plaid employee who manages support packages built a Zendesk-based SLA and uptime dashboard with Replit during a company hackathon. It replaced a manual monthly reporting routine.
As reported by Replit: '96+' hours saved and '10x' faster data access.
No examples match yet. Try a broader role or task, or see them all.
Use cases by team
Where these examples come from
Every example links to its source: a company's own engineering blog, a vendor's customer story, official documentation or a public write-up. AgentGid writes the summary; the figures under “Results” are quoted from the source as it reports them, and most customer stories are published by the vendor of the tool, so read them as the vendor's claims. Recipes follow the official docs at the time we checked them; tools change quickly, so the linked docs are the reference.
Know a good example? Tell us through the about page.