Notes from building AI for customer operations
Zendesk pricing in 2026: what it really costs per agent, with AI and add-ons
November 14, 2026 · Sergio Palmero
Zendesk costs $19 to $115 per agent a month, plus add-ons and AI billed per verified resolution. A cost template for three team sizes and what leaving costs.
Best Braze alternatives and competitors in 2026: 10 customer engagement platforms compared (and when to add AI agents instead)
November 12, 2026 · Sergio Palmero
Compare 10 Braze alternatives on price, pricing unit, free plans, AI and built-in experiments, and see when adding AI agents beats switching.
Best Crisp chat alternatives in 2026: 10 live chat and help desk tools compared (and when to add AI instead)
November 11, 2026 · Sergio Palmero
Compare 10 Crisp chat alternatives on price, pricing unit, free plans and AI billing, and see when adding AI to Crisp beats switching tools.
Omnichannel customer experience: why AI agents need one customer context across channels
November 9, 2026 · Sergio Palmero
Omnichannel joins channels in one inbox. AI agents also need one customer history with billing and product events. Here's how to build and measure it.
Best agentic AI tools for customer service in 2027: from answering tickets to selling and retaining
November 5, 2026 · Updated November 9, 2026 · Sergio Palmero
Agentic AI tools for customer service, grouped by job: what each can act on, how its AI is billed, plus a decision matrix and a checklist before it acts.
Human in the loop vs human on the loop: which AI agent actions need approval
November 4, 2026 · Updated November 9, 2026 · Sergio Palmero
Human in the loop or on the loop? Which AI agent actions need approval first, a decision matrix, and the error limit before an action runs alone.
What is an AI customer agent? Support, follow up and look after every user with AI
November 2, 2026 · Updated November 9, 2026 · Sergio Palmero
An AI customer agent answers each user and follows up on signals in their account. What it does at each journey stage, and how it differs from other tools.
Best Zendesk alternatives and competitors in 2026: 10 help desks compared (and when to add AI instead)
October 31, 2026 · Updated November 9, 2026 · Sergio Palmero
Compare 10 Zendesk alternatives on price, free plans, AI pricing and G2 rating, and see when adding AI to Zendesk beats a migration.
Conversational marketing for SaaS: how to turn conversations into conversions
October 29, 2026 · Updated November 9, 2026 · Sergio Palmero
Conversational marketing for SaaS: answer within a minute, read the user's plan and usage, and turn chats into trials and upgrades.
AI-to-human handoff: how to design escalation that keeps the context
October 28, 2026 · Updated November 9, 2026 · Jose
When an AI support agent should hand a conversation to a human, what it passes on, and what the customer hears, with the rules Metricool's agent uses.
Best Freshdesk alternatives in 2026: 10 help desks compared (and when to add AI instead)
October 27, 2026 · Updated November 9, 2026 · Sergio Palmero
Compare 10 Freshdesk alternatives on price, AI pricing and G2 rating, and see when adding AI to Freshdesk beats a help desk migration.
AI support agent pricing: per resolution, credits or seats?
October 26, 2026 · Updated November 9, 2026 · Jose
AI support agents are priced per resolution, per conversation or action, or per seat. 2026 list prices, what each model rewards, and what to ask vendors.
Triggered onboarding emails that drive user activation: what to send, when, and why it works
October 22, 2026 · Updated November 9, 2026 · Sergio Palmero
Onboarding emails that drive user activation: triggered by what each user does, written for their goal, and measured by activation, not sends.
How to run lifecycle experiments across the customer journey with AI agents
October 21, 2026 · Updated November 9, 2026 · Sergio Palmero
How to run lifecycle experiments across the customer journey: hypotheses from your baseline, tests on demo accounts and AI agents running each Play.
Can an AI agent safely handle refunds, cancellations and plan changes?
October 20, 2026 · Updated November 9, 2026 · Jose
How an AI agent refunds and cancels safely: eligibility from billing data, a confirmation step, and clear handoffs to finance, as Metricool's agent does.
How to analyze your AI support agent to improve resolution and reduce escalations
October 18, 2026 · Updated November 9, 2026 · Sergio Palmero
Five ways to analyze an AI support agent with real production data: resolution, retrieval failures, ticket topics, rule violations and human follow-up.
How to run a churn analysis with ChatGPT: prompts, checks and the mistakes to avoid
October 15, 2026 · Updated November 9, 2026 · Sergio Palmero
ChatGPT runs a churn analysis in minutes. The prompts for each step, example outputs, and the checks that catch the numbers it gets wrong.
Why (and how) to build your own specialized AI on top of Zendesk (or any ticketing system)
October 13, 2026 · Updated November 9, 2026 · Sergio Palmero
Your helpdesk is the platform and the AI is the hire. When the built-in AI is enough, when it falls short, and how to build a specialized agent on top.
How to convert more free users to paid in PLG, and when to say no
October 9, 2026 · Updated November 9, 2026 · Sergio Palmero
Free users convert when they aren't left alone and when you know who not to sell to: onboarding around their problem, follow-ups and support that spots buyers.
8 keys to take your support AI from 20% to 95% resolution
October 8, 2026 · Updated November 9, 2026 · Sergio Palmero
Connecting docs to Claude or ChatGPT resolves the easy 20 to 35%. Guards, account context, clean docs and permission to act take a support AI to 80 to 95%.
How to reduce and prevent churn with Claude: the analysis and experiment loop
October 6, 2026 · Updated November 9, 2026 · Sergio Palmero
Reducing churn with AI starts with analysis: find what churn is made of, which signals predict it, and test interventions against a real baseline.
What is the best AI agent for customer service? A comparison for SaaS teams
October 2, 2026 · Updated November 9, 2026 · Sergio Palmero
There's no single best AI agent for customer service. How Fin, Zendesk AI, Agentforce, Sierra, Decagon, Ada and Zentesimal fit different SaaS teams.
How to use AI chatbots to sell more: turn support into a sales channel
September 30, 2026 · Updated November 9, 2026 · Sergio Palmero
Most support chatbots are built to answer. How to make them spot buyers, start the conversation and know when not to sell.
Which sources to connect to an AI Assistant (and which to filter out)
September 29, 2026 · Updated November 9, 2026 · Sergio Palmero
Answer rate climbs in steps: 20-35% with docs alone, 50-65% with past conversations and team chat, 65-80% with customer data.
How to restructure a support team for AI without firing anyone
September 17, 2026 · Updated November 9, 2026 · Sergio Palmero
Restructuring support for AI moves people up a ladder, not out the door. The five stages, the KPIs that change at each one, and where the freed hours go.
The CRM Was Built for Human Memory
September 15, 2026 · Updated November 9, 2026 · Sergio Palmero
AI doesn't need a clean CRM. It reads tickets, calls, and product data straight from the source, so nothing depends on someone typing it in.
Building your own AI for customer ops: when does it pay off?
September 10, 2026 · Updated November 9, 2026 · Sergio Palmero
Building your own AI for customer ops pays off with the right team, timeline, and maintenance plan. See when buying instead works out better.
How to reorganize your customer experience team when AI arrives
September 8, 2026 · Updated November 9, 2026 · Sergio Palmero
How CX and post sales teams restructure when they bring in AI: which roles shift first, how fast each profile adapts, and how to lead the change.
How to Add AI to Your CS Stack Without Paying the Tool Switching Cost
September 4, 2026 · Updated November 9, 2026 · Sergio Palmero
Most AI rollouts price in the software, but forget to price what it costs the team to relearn a new tool.
Beyond "Not Escalated": How Not to Measure AI Support Success
September 2, 2026 · Updated November 9, 2026 · Sergio Palmero
Containment rate looks like success but hides silent churn. Here's the four state model that catches it before customers walk away.
How to Measure AI ROI in Customer Support
August 28, 2026 · Updated November 9, 2026 · Jose
Cost per ticket is only one lever. Here’s how CX teams measure AI agent ROI across OPEX, revenue, and the hours the team gets back.