ChanlChanl

The Chanl Blog

Insights on building, connecting, and monitoring AI agents for customer experience — from the teams shipping them.

All Articles

235 articles · Page 16 of 20

Architecture diagram showing the gap between voice AI orchestration and backend agent infrastructure
Agent Architecture·14 min read

Your Voice AI Platform Is Only Half the Stack

VAPI, Retell, and Bland handle voice orchestration. Memory, testing, prompt versioning, and tool integration? That's all on you. Here's what to build next.

Read More
Silhouettes of people and chairs visible through frosted glass in a modern office
Security & Compliance·16 min read

Your AI agent remembers everything — should your customers be worried?

Privacy-first memory design for AI agents: what to store, what to forget, how to give customers control, and how to stay compliant across GDPR, HIPAA, and multi-channel deployments.

Read More
Person reviewing data on a laptop with conversation analytics dashboard
Operations·14 min read

From Analytics to Action: Turning Conversation Data Into Agent Improvements

Most teams collect call data and never use it. Learn how to close the loop from analytics to insight to prompt change to scorecard validation — and actually improve your AI agents.

Read More
Customer service operations center with multiple screens displaying analytics dashboards and agent performance data
Industry & Strategy·15 min read

Gartner Says 80% Autonomous by 2029. Here's What Nobody's Talking About.

Gartner predicts 80% autonomous customer service by 2029. But the gap between today's AI agents and that future requires testing, monitoring, and quality infrastructure most teams don't have.

Read More
Woman researching on laptop with book and glasses at a modern desk
Knowledge & Memory·14 min read

The Knowledge Base Bottleneck: Why RAG Alone Isn't Enough for Production Agents

RAG works beautifully in demos. In production, stale data, chunking failures, and unscored retrieval quietly sink your AI agents. Here's what actually fixes it.

Read More
Colorful paper umbrellas and lanterns hanging over a vibrant marketplace street
Tools & MCP·14 min read

The MCP Marketplace Problem: Why Standardized Integrations Need Standardized Testing

5,800+ MCP servers, 43% with injection flaws. Standardized protocol doesn't mean standardized quality. Why every MCP integration needs automated testing.

Read More
Close-up of an RGB backlit mechanical keyboard with colorful gradient lighting
Knowledge & Memory·14 min read

Prompt Engineering Is Dead. Long Live Prompt Management.

Why production AI teams need version control, A/B testing, and rollback for prompts — not just clever writing. The craft has changed.

Read More
Mission control panel with illuminated buttons and screens displaying orbital data
Operations·15 min read

Real-Time Monitoring for AI Agents: What to Watch and When to Panic

What dashboards actually matter for production AI agents. Alert fatigue, anomaly detection, and the metrics that predict failures before customers notice.

Read More
Colorful code displayed in an IDE on a MacBook Pro screen in a dark environment
Testing & Evaluation·15 min read

Scenario Testing: The QA Strategy That Catches What Unit Tests Miss

Discover how synthetic test conversations catch edge cases that unit tests miss. Personas, adversarial scenarios, and regression testing for AI agents.

Read More
Laptop and smartphone displaying data charts and metrics dashboards on a dark surface
Testing & Evaluation·15 min read

Scorecards vs. Vibes: How to Actually Measure AI Agent Quality

Most teams 'feel' their AI agent is good. Here's how to build structured scoring with rubrics, automated grading, and regression detection that holds up.

Read More
A developer's monitor showing dozens of function call traces and tool invocation logs for an AI agent system
Tools & MCP·14 min read

The Tool Explosion: Managing 50+ Agent Tools Without Losing Your Mind

As agents get more capable, tool sprawl becomes a real operational problem. Here's how to organize, test, and monitor function calling at scale before it breaks in production.

Read More
Golden light filtering through a tree-lined path forming a natural tunnel
Knowledge & Memory·16 min read

AI Agent Memory: Build Your Own or Buy Off the Shelf?

Comparing Mem0, Zep, Letta, and custom memory for AI agents. We break down architecture trade-offs, compliance risks, and when each approach makes sense.

Read More

Learn Agentic AI

Weekly. Patterns for shipping agents that work — MCP, scorecards, regression tests, prompts, model comparisons.

500+ builders subscribed