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Back to blog homeHow Do You Build an AI Support Agent with Microsoft Copilot Studio? (2026)
Build a customer support agent with Microsoft Copilot Studio (and GitHub Copilot): the real steps, the Microsoft-ecosystem tradeoffs, and when a help-desk-native platform is the b
How Do You Build an AI Support Agent with LangChain in 2026, and When Does a Platform Beat It?
Build a customer support agent with LangChain and LangGraph — create_agent, tools, and LangSmith for evals — plus an honest look at framework version-churn and the deploy/integrati
How do you build an AI customer support agent without code?
How to build a customer support AI agent with no code: what no-code can and can't do, the real steps (connect, ground, define tools, test, deploy), and when you'd still need a dev
How Do You Build an AI Support Agent in Python? (2026, From First Principles)
Build a customer support agent in pure Python — the real agent loop, tool calling, a help-desk API call and retrieval, with code — plus the deploy/monitor/eval work tutorials skip,
How Do You Build an AI Support Agent with ChatGPT and OpenAI? (2026)
A developer's guide to building a customer support agent with OpenAI — the Agents SDK, Responses API, function calling and file search in real detail — plus the deploy/monitor/eval
How Do You Build an AI Customer Support Agent with Claude? (2026)
A developer's guide to building a customer support agent with Claude — the Agent SDK, tool-use loop and RAG in real detail, plus the deploy/monitor/eval work most tutorials skip, a
How Do You Auto-Resolve "Where Is My Order?" Tickets With AI?
Build an AI agent that auto-resolves 'Where is my order?' tickets — Shopify order lookup, tracking reply, and a clean escalation fallback. Step-by-step.
How Do You Automate Refund Requests Safely With an AI Agent?
Build an AI agent that looks up the payment, checks policy, and processes refunds in Stripe — with a confirmation gate on every money-moving action. Full walkthrough.
How Do You Measure AI Agent Quality? Metrics and LLM-as-a-Judge Scoring (2026)
A practical guide to measuring AI agent quality: the metrics that matter, how LLM-as-a-judge scoring works, its blind spots, and how to grade your support agents.
How Do You Analyse Thousands of Support Tickets With AI?
How to analyse thousands of support tickets with AI — manual vs AI methods, what to measure, and a real 57-ticket run inside Macha Studies, start to finish.
What Is a Helpdesk-Agnostic AI Layer? One Agent Across Six Help Desks (2026)
Macha is a helpdesk-agnostic AI layer: the same agents and tools run on Zendesk, Freshdesk, Gorgias, Front and more, with real read/write actions.
What Should You Automate First in AI Support? A 6-Level Maturity Model (2026)
A practical maturity model for AI support — six levels from deflect to act, what to automate first, the metrics for each stage, and where teams get stuck.
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