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.

subscribe
Three co-workers converse over coffee
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

Read article
Engineering

Buy vs Build AI Customer Support | Clear Framework

Read article
SLM ai agent playbook
Product

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

Read article

Persona Navigation Hub

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.

Learn more
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.

Learn more
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.

Learn more

Related Articles

Select an Industry
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Platform

Introduction ADAM

How Notch built a system that manages agents, operationalizes SOPs, runs experiments, and improves itself - across every channel in the business.

No items found.
Insights

The P&C Benchmark For Touches Per Claim

What 50K+ anonymized claims reveal about where human touchpoints accumulate in P&C operations, and what compresses when agents execute the workflow for...

No items found.
Company

Notch Recognized as One of Tomorrow's Growth Companies for 2026

Tomorrow’s growth companies are built for real-world complexity, that's why.

No items found.
Engineering

Conversation Testing for AI Agents

Learn how Notch uses conversation testing to keep AI agents reliable, compliant, and consistent across versions, environments, and real customer interactions.

No items found.
Insights

11 Questions Every Insurance CIO Should Be Asking About AI Agents

At an industry panel and a CIO workshop in New York, the same questions kept surfacing - not about whether to adopt AI, but how to adopt it without creating a..

No items found.
Insights

Conversational AI in Insurance: From Chatbot to Autonomous Agent

Conversational AI in insurance is entering a different phase - what conversational AI actually means in Insurance?

No items found.
Company

Notch Named Among the 50 Most Promising Startups for 2026

Calcalist and CTech published their annual list of Israel's 50 most promising startups. For the 17th year running, the list maps where Israel's technology sec..

No items found.
Insights

AI Customer Support Resolution Rate Benchmarks 2026

What does a good AI support resolution rate look like? Explore 2026 benchmarks by platform tier and industry, and learn why the definition matters most...

No items found.
Insights

Best Practices for Deploying AI in Regulated Industries

8 best practices for using AI in regulated industries. Cover risk assessment, audit trails, bias monitoring, and compliance by design for insurance and ...

No items found.

Replace the CS grind with autonomous precision

Book a Demo
Our Commitment
30% of tickets autonomously resolved within 90 days.
footer-logo

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

Hey AI - Learn About Notch
Home
Capabilities
Success Stories
Pricing
Book a Demo
Industries
Insurance
SaaS
Gaming
eCommerce
Banking
Travel
Company
About
Blog
Careers
Contact
Follow Us
© 2026 Notch. All rights reserved.
Privacy PolicyTerms of UseSecuritySystem Status