The Spotlight: Autonomous Support

Ideas, playbooks, and real lessons from building autonomous support. Learn what works, what breaks, and how top teams scale CX with AI.

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Product

Automated Ticket Resolution | True Resolution vs. Deflection

Evaluate AI agents for autonomous resolution, not just deflection. See benchmarks, platform criteria, and what separates real resolution from productivity tools

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Engineering

Buy vs Build AI Customer Support | Clear Framework

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SLM ai agent playbook
Product

LLM vs SLM for AI Agents: Notch’s Hybrid Playbook

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For Support Teams

Playbooks and practical lessons for running support with AI - deflection, resolution, QA, escalations, and day to day workflows that keep quality high.

EXPLORE CONTENT FOR SUPPORT

For Engineers

Deep dives on building reliable support agents - integrations, tool calling, guardrails, evals, monitoring, and shipping safely in production.

EXPLORE CONTENT FOR ENGINEERING

For Innovation Leaders

Strategic guidance on adopting autonomous support - ROI, risk, security, change management, and how to scale automation across the business.

EXPLORE CONTENT FOR LEADERSHIP
OUR SOLUTIONS

The Support AI Library

Gaming support notification showing AI-resolved missing coins restoration for player account issues

Gaming

Built for fast-paced support where every second counts. Resolves rage-quit moments, detects player intent, and keeps gamers in the game.

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AI-powered plan upgrade confirmation interface demonstrating automated SaaS subscription management

SaaS

Understands your product, plans, and workflows. Automates onboarding, upgrades, and tech issues without ever missing context.

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eCommerce support notification showing AI-resolved shipping issue with replacement item and tracking

eCommerce

Tailored for high-volume retail. Resolves order issues, automates returns, and personalizes product help faster than humanly possible.

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Related Articles

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Insights

How AI is Shaping Customer Service for Financial Institutions

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How to Align AI Governance with Industry-Specific Regulations in 2026

Align AI governance with the EU AI Act, NIST RMF, and ISO 42001. A practical guide for insurance, finance, and healthcare organizations heading into 2026...

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NAIC AI Systems Evaluation Tool

Discover how the NAIC AI Systems Evaluation Tool evaluates high-risk insurance AI. Explore Exhibits A to D and what regulators expect from your AI governance.

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Engineering

Engineering Personalized Trust

How Notch deploys production AI agents into insurance and financial services - with real authentication flows, enterprise IAM integration, and five-layer com...

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Company

We Raised $30 Million to Build the AI Operating System for Regulated Industries

On why we started in insurance, what we learned about production AI, and what comes next.

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Insights

AI Chatbot vs. AI Agent: Customer Support Guide

Learn how AI chatbots use rule-based scripts while AI agents reason, execute actions, and resolve complex customer queries end-to-end without human handoffs...

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Insights

AI Impact on Property & Casualty Insurance Support

Discover how AI in property and casualty insurance customer support is closing the gap between automation theater and real claims resolution at scale...

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Product

How to Scale Good Judgment Without Turning It Into a Macro

A practical framework for building AI agent templates that guide resolution - not just process compliance.

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Ai in Life & Health Insurance Customer Support

Learn how agentic AI is replacing outdated chatbots in health insurance with autonomous systems that resolve complex member queries 24/7...

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Our Commitment
30% of tickets autonomously resolved within 90 days.
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End-to-end automation for your customer support.

Notch is an autonomous AI customer support platform built for outcomes, not effort. Designed to replace bloated teams and deflection tactics, Notch delivers enterprise-grade support resolution at scale, with the fastest time-to-value in the market

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