MCP too many tools: how to curate a support server
MCP too many tools? Curate 5 to 12 task-shaped support actions, then measure tool-selection accuracy with a simple test set.
Communicate Blog22 min read
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60 stories
MCP security for support agents: scopes and logging
MCP security for support agents: per-action OAuth scopes, ticket text treated as data, rate limits and audit logs, with a threat table.
Communicate Blog23 min readAI agent assist for live calls: when copilots pay off
AI agent assist for live calls: how real-time copilots differ from bots, what research shows, and the privacy and EU rules to check.
Communicate Blog23 min read
Support knowledge gap analysis: a weekly procedure that runs on Monday
A concrete weekly procedure for mining unanswered AI support questions into a product and docs roadmap, with exact steps a support lead can run.
Communicate Blog17 min read
A customer support hiring plan for teams running AI deflection
How to build a support hiring plan when an AI agent deflects part of the queue. Worked headcount math for year one and maturity, with sources.
Communicate Blog18 min read
Support macros vs AI training data: what to copy and what to rewrite
Support macros vs AI training data: a real refund macro shows exactly what belongs in an AI knowledge base and what breaks it.
Communicate Blog20 min read
Change management for rolling out AI to a support team
Rolling out AI to your support team fails on trust, not model accuracy. A 60 day change management plan that keeps agents in control.
Communicate Blog17 min read
Customer support SLA with AI: rewriting the clauses that break
Customer support SLA with AI: why response-time clauses stop working and how to rewrite resolution, handoff, and reporting clauses.
Communicate Blog20 min read
Will AI replace customer service jobs? An honest answer
Will AI replace customer service jobs? BLS, Gartner, and PwC data on which tasks go, which grow, and what the retrained role pays.
Communicate Blog17 min read
Twenty questions to ask any AI customer support vendor
Twenty questions to send an AI support vendor before you sign, with the answer that should end a bad evaluation for each one.
Communicate Blog18 min read
GDPR and AI customer support: what the regulation asks of you
GDPR and AI customer support explained: lawful basis, retention, subprocessors, and the right to erasure when data lives inside a retrieval index.
Communicate Blog17 min read
AI support audit trail: what to log so you can explain any answer
The audit trail fields, retention windows, and access controls that let you answer why an AI agent said what it said, months later.
Communicate Blog17 min read
Conversation memory for a support agent: what to keep and forget
What a support AI should remember across sessions, what it should forget on request, and why unlimited conversation memory is a privacy liability.
Communicate Blog18 min read
AI agent fallback design: build the "I do not know" path first
Chatbot fallback design for AI support agents: how to design the escalation path before the happy path, and why the fallback is the actual product.
Communicate Blog17 min read
Support agent prompt engineering: an annotated system prompt
A real customer support system prompt, annotated line by line, with the grounding, citation, and refusal rules that stop confident wrong answers.
Communicate Blog20 min read
Customer effort score: what it measures and why AI moves it both ways
CES predicts repurchase and churn better than CSAT for support interactions. Here is how to measure it, and where AI lowers or raises it.
Communicate Blog17 min read
Self-service rate: the metric your AI agent is quietly breaking
Self-service rate explained: why an AI answer never counts as a doc view, and how to fix the metric before it hides real problems.
Communicate Blog17 min read
Customer support KPIs: the four that decide and the six that decorate
Customer support KPIs ranked by decision weight: four metrics that should change what you do next, and six that mostly decorate a dashboard.
Communicate Blog18 min read
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