# Chanl

> Chanl is the infrastructure layer for AI agents in production. Build agents with tools, memory, and knowledge — test them with AI-powered scenarios — monitor every conversation with automated scorecards. Works with any voice, chat, or messaging platform.

For a concise overview, see [llms.txt](https://www.channel.tel/llms.txt).

## Core Pages

- [Home](https://www.channel.tel)
- [Features](https://www.channel.tel/features)
- [Pricing](https://www.channel.tel/pricing)
- [Documentation](https://www.channel.tel/docs)
- [Contact](https://www.channel.tel/contact)
- [Sign Up (Free)](https://app.channel.tel/signup)

## Feature Pages

- [AI Agents](https://www.channel.tel/features/agents)
- [AI Testing & Scenarios](https://www.channel.tel/features/scenarios)
- [Automated Scorecards](https://www.channel.tel/features/scorecards)
- [Analytics & Insights](https://www.channel.tel/features/analytics)
- [Live Call Monitoring](https://www.channel.tel/features/monitoring)
- [Prompt Management](https://www.channel.tel/features/prompts)
- [Agent Tools (MCP + OpenAPI)](https://www.channel.tel/features/tools)
- [Persistent Memory](https://www.channel.tel/features/memory)
- [Model Context Protocol](https://www.channel.tel/features/mcp)
- [Knowledge Base (RAG)](https://www.channel.tel/features/knowledge)

## Solutions

- [Contact Centers](https://www.channel.tel/solutions/contact-centers)
- [Sales Teams](https://www.channel.tel/solutions/sales)
- [Customer Success](https://www.channel.tel/solutions/customer-success)
- [Healthcare](https://www.channel.tel/solutions/healthcare)
- [Financial Services](https://www.channel.tel/solutions/financial-services)
- [E-commerce](https://www.channel.tel/solutions/ecommerce)

## Documentation

- [Getting Started](https://www.channel.tel/docs)
- [Core Concepts](https://www.channel.tel/docs/core-concepts)
- [AI Prompts Guide](https://www.channel.tel/docs/ai-prompts)
- [Installation](https://www.channel.tel/docs/installation)

## Blog Articles

- [accent-reduction-inclusive-representation-ai-voices](https://www.channel.tel/blog/accent-reduction-inclusive-representation-ai-voices)
- [agent-drift-silent-degradation](https://www.channel.tel/blog/agent-drift-silent-degradation)
- [agent-readiness-testing-transforms-conversational-ai-ab-unit-live-testing-explained](https://www.channel.tel/blog/agent-readiness-testing-transforms-conversational-ai-ab-unit-live-testing-explained)
- [agentic-ai-liability-who-responsible-what-when-things-go-wrong](https://www.channel.tel/blog/agentic-ai-liability-who-responsible-what-when-things-go-wrong)
- [agentic-ai-production-prototype-to-reliable-service](https://www.channel.tel/blog/agentic-ai-production-prototype-to-reliable-service)
- [agentic-rag-retrieval-agent-decision-production](https://www.channel.tel/blog/agentic-rag-retrieval-agent-decision-production)
- [ai-agent-evaluation-benchmarks-predict-production](https://www.channel.tel/blog/ai-agent-evaluation-benchmarks-predict-production)
- [ai-agent-memory-episodic-semantic-iclr-2026](https://www.channel.tel/blog/ai-agent-memory-episodic-semantic-iclr-2026)
- [ai-agent-memory-privacy-first-design](https://www.channel.tel/blog/ai-agent-memory-privacy-first-design)
- [ai-agent-memory-session-context-long-term-knowledge](https://www.channel.tel/blog/ai-agent-memory-session-context-long-term-knowledge)
- [ai-agent-observability-opentelemetry-production](https://www.channel.tel/blog/ai-agent-observability-opentelemetry-production)
- [ai-agent-observability-what-to-monitor-production](https://www.channel.tel/blog/ai-agent-observability-what-to-monitor-production)
- [ai-agent-qa-testing-crisis](https://www.channel.tel/blog/ai-agent-qa-testing-crisis)
- [ai-agent-testing-evaluate-before-production](https://www.channel.tel/blog/ai-agent-testing-evaluate-before-production)
- [ai-agent-tools-mcp-openapi-tool-management-guide](https://www.channel.tel/blog/ai-agent-tools-mcp-openapi-tool-management-guide)
- [ai-agents-50-tools-zero-memory-paradox](https://www.channel.tel/blog/ai-agents-50-tools-zero-memory-paradox)
- [ai-shopping-assistant-intelligence-layer](https://www.channel.tel/blog/ai-shopping-assistant-intelligence-layer)
- [ai-shopping-assistant-testing-production](https://www.channel.tel/blog/ai-shopping-assistant-testing-production)
- [ai-shopping-assistant-widget-rendering](https://www.channel.tel/blog/ai-shopping-assistant-widget-rendering)
- [analytics-to-action-turning-conversation-data-into-agent-improvements](https://www.channel.tel/blog/analytics-to-action-turning-conversation-data-into-agent-improvements)
- [automated-qa-grading-ai-models-better-call-scorers-humans](https://www.channel.tel/blog/automated-qa-grading-ai-models-better-call-scorers-humans)
- [build-your-own-ai-agent-memory-system](https://www.channel.tel/blog/build-your-own-ai-agent-memory-system)
- [build-your-own-ai-agent-tool-system](https://www.channel.tel/blog/build-your-own-ai-agent-tool-system)
- [building-accessibility-designing-voice-ai-neurodiverse-disabled-users](https://www.channel.tel/blog/building-accessibility-designing-voice-ai-neurodiverse-disabled-users)
- [call-logs-insights-turning-raw-conversation-data-strategic-advantage](https://www.channel.tel/blog/call-logs-insights-turning-raw-conversation-data-strategic-advantage)
- [claude-4-6-ai-agents-whats-different](https://www.channel.tel/blog/claude-4-6-ai-agents-whats-different)
- [claude-extension-stack-part-1-mental-model-mcp-skills-rules-hooks](https://www.channel.tel/blog/claude-extension-stack-part-1-mental-model-mcp-skills-rules-hooks)
- [claude-extension-stack-part-2-rules-hooks-skills](https://www.channel.tel/blog/claude-extension-stack-part-2-rules-hooks-skills)
- [claude-extension-stack-part-3-mcp-connectors-apps](https://www.channel.tel/blog/claude-extension-stack-part-3-mcp-connectors-apps)
- [claude-extension-stack-part-4-composing-production-stack](https://www.channel.tel/blog/claude-extension-stack-part-4-composing-production-stack)
- [contact-center-workforce-transformation-rise-human-ai-superteams](https://www.channel.tel/blog/contact-center-workforce-transformation-rise-human-ai-superteams)
- [context-engineering-production-ai-agents](https://www.channel.tel/blog/context-engineering-production-ai-agents)
- [conversation-service-will-next-saas-giants-be-voice-first](https://www.channel.tel/blog/conversation-service-will-next-saas-giants-be-voice-first)
- [conversational-ai-vs-agentic-ai-drawing-line-between-automation-autonomy](https://www.channel.tel/blog/conversational-ai-vs-agentic-ai-drawing-line-between-automation-autonomy)
- [conversational-analytics-gone-wrong-top-pitfalls-call-data-interpretation](https://www.channel.tel/blog/conversational-analytics-gone-wrong-top-pitfalls-call-data-interpretation)
- [critical-edge-cases-voice-ai](https://www.channel.tel/blog/critical-edge-cases-voice-ai)
- [data-flywheels-leveraging-live-call-data-rapidly-improve-ai-quality-production](https://www.channel.tel/blog/data-flywheels-leveraging-live-call-data-rapidly-improve-ai-quality-production)
- [digital-twins-agents-replicating-best-avoiding-worst](https://www.channel.tel/blog/digital-twins-agents-replicating-best-avoiding-worst)
- [domain-specific-language-models-dslm-vertical-ai](https://www.channel.tel/blog/domain-specific-language-models-dslm-vertical-ai)
- [echo-chambers-avoiding-feedback-loop-biases-voice-ai-data-collection](https://www.channel.tel/blog/echo-chambers-avoiding-feedback-loop-biases-voice-ai-data-collection)
- [edge-ai-breakthrough-privacy-latency](https://www.channel.tel/blog/edge-ai-breakthrough-privacy-latency)
- [embeddings-explained-similarity-search-vector-databases](https://www.channel.tel/blog/embeddings-explained-similarity-search-vector-databases)
- [emotional-intelligence-voice-ai-sentiment](https://www.channel.tel/blog/emotional-intelligence-voice-ai-sentiment)
- [enterprise-banking-ai-customer-service](https://www.channel.tel/blog/enterprise-banking-ai-customer-service)
- [enterprise-call-center-ai-agents](https://www.channel.tel/blog/enterprise-call-center-ai-agents)
- [enterprise-ecommerce-ai-shopping-assistant](https://www.channel.tel/blog/enterprise-ecommerce-ai-shopping-assistant)
- [enterprise-insurance-ai-agent](https://www.channel.tel/blog/enterprise-insurance-ai-agent)
- [evolution-voice-synthesis-beyond-natural-sounding-emotionally-intelligent](https://www.channel.tel/blog/evolution-voice-synthesis-beyond-natural-sounding-emotionally-intelligent)
- [fail-fast-speak-fast-speed-improvement-ultimate-competitive-advantage](https://www.channel.tel/blog/fail-fast-speak-fast-speed-improvement-ultimate-competitive-advantage)
- [failure-modes-accidents-voice-ai-teach-responsible-deployment](https://www.channel.tel/blog/failure-modes-accidents-voice-ai-teach-responsible-deployment)
- [fine-tuning-lora-qlora-ai-agent-builders](https://www.channel.tel/blog/fine-tuning-lora-qlora-ai-agent-builders)
- [fine-tuning-vs-rag-when-to-use-which-lora-qlora](https://www.channel.tel/blog/fine-tuning-vs-rag-when-to-use-which-lora-qlora)
- [function-calling-tool-use-how-it-works-typescript-python](https://www.channel.tel/blog/function-calling-tool-use-how-it-works-typescript-python)
- [future-agent-dashboards-real-time-feedback-voice-ai](https://www.channel.tel/blog/future-agent-dashboards-real-time-feedback-voice-ai)
- [gartner-80-percent-autonomous-readiness-gap](https://www.channel.tel/blog/gartner-80-percent-autonomous-readiness-gap)
- [hipaa-security-voice-ai-lessons-healthtech-all-industries](https://www.channel.tel/blog/hipaa-security-voice-ai-lessons-healthtech-all-industries)
- [how-ai-trains-humans-personalized-learning-revolution](https://www.channel.tel/blog/how-ai-trains-humans-personalized-learning-revolution)
- [how-large-language-models-redefining-art-agent-training](https://www.channel.tel/blog/how-large-language-models-redefining-art-agent-training)
- [how-to-evaluate-ai-agents-build-eval-framework](https://www.channel.tel/blog/how-to-evaluate-ai-agents-build-eval-framework)
- [human-in-loop-scale-when-where-should-human-review-intervene](https://www.channel.tel/blog/human-in-loop-scale-when-where-should-human-review-intervene)
- [knowledge-base-bottleneck-why-rag-alone-isnt-enough-production-agents](https://www.channel.tel/blog/knowledge-base-bottleneck-why-rag-alone-isnt-enough-production-agents)
- [latency-kills-satisfaction-16-percent-rule](https://www.channel.tel/blog/latency-kills-satisfaction-16-percent-rule)
- [llm-judge-12-biases](https://www.channel.tel/blog/llm-judge-12-biases)
- [low-resource-languages-building-voice-ai-global-not-just-english-speaking-markets](https://www.channel.tel/blog/low-resource-languages-building-voice-ai-global-not-just-english-speaking-markets)
- [mcp-a2a-webmcp-protocol-stack-ai-agents](https://www.channel.tel/blog/mcp-a2a-webmcp-protocol-stack-ai-agents)
- [mcp-deep-dive-advanced-patterns-agent-tool-integration](https://www.channel.tel/blog/mcp-deep-dive-advanced-patterns-agent-tool-integration)
- [mcp-explained-build-first-server-typescript-python](https://www.channel.tel/blog/mcp-explained-build-first-server-typescript-python)
- [mcp-for-ai-agents-model-context-protocol-changes-everything](https://www.channel.tel/blog/mcp-for-ai-agents-model-context-protocol-changes-everything)
- [mcp-marketplace-problem-standardized-testing](https://www.channel.tel/blog/mcp-marketplace-problem-standardized-testing)
- [mcp-security-agent-attack-surface](https://www.channel.tel/blog/mcp-security-agent-attack-surface)
- [memory-silent-failure-mode](https://www.channel.tel/blog/memory-silent-failure-mode)
- [mental-models-how-callers-actually-interpret-conversational-ai-where-breaks](https://www.channel.tel/blog/mental-models-how-callers-actually-interpret-conversational-ai-where-breaks)
- [model-context-protocol-new-standard-streamable-contextual-conversations](https://www.channel.tel/blog/model-context-protocol-new-standard-streamable-contextual-conversations)
- [model-distillation-ai-agents-frontier-quality-edge-prices](https://www.channel.tel/blog/model-distillation-ai-agents-frontier-quality-edge-prices)
- [moving-past-average-handle-time-new-metrics-evaluating-conversational-ai](https://www.channel.tel/blog/moving-past-average-handle-time-new-metrics-evaluating-conversational-ai)
- [multi-agent-orchestration-patterns-production-2026](https://www.channel.tel/blog/multi-agent-orchestration-patterns-production-2026)
- [multi-agent-systems-orchestration-from-scratch](https://www.channel.tel/blog/multi-agent-systems-orchestration-from-scratch)
- [multilingual-voice-ai-quality-challenge](https://www.channel.tel/blog/multilingual-voice-ai-quality-challenge)
- [multimodal-ai-agents-voice-vision-text-production](https://www.channel.tel/blog/multimodal-ai-agents-voice-vision-text-production)
- [multimodal-voice-ai-revolution](https://www.channel.tel/blog/multimodal-voice-ai-revolution)
- [performance-benchmarks-voice-ai-what-actually-matters-beyond-word-error-rate](https://www.channel.tel/blog/performance-benchmarks-voice-ai-what-actually-matters-beyond-word-error-rate)
- [phasing-out-ivrs-building-seamless-transitions-legacy-conversational-ai](https://www.channel.tel/blog/phasing-out-ivrs-building-seamless-transitions-legacy-conversational-ai)
- [proactive-not-reactive-using-real-time-analytics-preempt-customer-pain](https://www.channel.tel/blog/proactive-not-reactive-using-real-time-analytics-preempt-customer-pain)
- [production-eval-gap-survey](https://www.channel.tel/blog/production-eval-gap-survey)
- [production-guardrails-agentic-ai-defense-in-depth](https://www.channel.tel/blog/production-guardrails-agentic-ai-defense-in-depth)
- [production-testing-framework](https://www.channel.tel/blog/production-testing-framework)
- [prompt-engineering-is-dead-long-live-prompt-management](https://www.channel.tel/blog/prompt-engineering-is-dead-long-live-prompt-management)
- [prompt-engineering-techniques-every-ai-developer-needs](https://www.channel.tel/blog/prompt-engineering-techniques-every-ai-developer-needs)
- [prompt-engineering-vs-context-engineering-next-step-voice-ai](https://www.channel.tel/blog/prompt-engineering-vs-context-engineering-next-step-voice-ai)
- [prompt-injection-tool-using-agents-defense](https://www.channel.tel/blog/prompt-injection-tool-using-agents-defense)
- [rag-evolved-five-architectures-replaced-basic-pipeline](https://www.channel.tel/blog/rag-evolved-five-architectures-replaced-basic-pipeline)
- [rag-from-scratch-retrieval-augmented-generation-typescript-python](https://www.channel.tel/blog/rag-from-scratch-retrieval-augmented-generation-typescript-python)
- [rag-quality-not-the-model-chunking-retrieval](https://www.channel.tel/blog/rag-quality-not-the-model-chunking-retrieval)
- [real-time-monitoring-ai-agents-what-to-watch-when-to-panic](https://www.channel.tel/blog/real-time-monitoring-ai-agents-what-to-watch-when-to-panic)
- [red-teaming-ai-agents-nist](https://www.channel.tel/blog/red-teaming-ai-agents-nist)
- [reliability-capability-gap](https://www.channel.tel/blog/reliability-capability-gap)
- [rise-hyper-personalization-custom-tuning-agents-fly-every-caller](https://www.channel.tel/blog/rise-hyper-personalization-custom-tuning-agents-fly-every-caller)
- [scenario-testing-qa-strategy-catches-what-unit-tests-miss](https://www.channel.tel/blog/scenario-testing-qa-strategy-catches-what-unit-tests-miss)
- [scorecards-vs-vibes-how-to-measure-ai-agent-quality](https://www.channel.tel/blog/scorecards-vs-vibes-how-to-measure-ai-agent-quality)
- [shadowing-human-agents-what-voice-ai-can-really-learn-from-top-performers](https://www.channel.tel/blog/shadowing-human-agents-what-voice-ai-can-really-learn-from-top-performers)
- [side-hustle-auto-repair-ai](https://www.channel.tel/blog/side-hustle-auto-repair-ai)
- [side-hustle-dental-clinic-ai](https://www.channel.tel/blog/side-hustle-dental-clinic-ai)
- [side-hustle-hvac-ai-receptionist](https://www.channel.tel/blog/side-hustle-hvac-ai-receptionist)
- [side-hustle-real-estate-lead-qualifier](https://www.channel.tel/blog/side-hustle-real-estate-lead-qualifier)
- [side-hustle-restaurant-ai-assistant](https://www.channel.tel/blog/side-hustle-restaurant-ai-assistant)
- [silent-monitoring-ai-quality-assurance-without-human-eavesdropping](https://www.channel.tel/blog/silent-monitoring-ai-quality-assurance-without-human-eavesdropping)
- [small-language-models-when-3b-beats-70b-benchmarks](https://www.channel.tel/blog/small-language-models-when-3b-beats-70b-benchmarks)
- [smarter-escalation-when-should-voice-ai-refuse-answer](https://www.channel.tel/blog/smarter-escalation-when-should-voice-ai-refuse-answer)
- [sse-streaming-real-time-voice-applications-architecture-matters](https://www.channel.tel/blog/sse-streaming-real-time-voice-applications-architecture-matters)
- [streaming-ai-responses-sse-websockets-real-time](https://www.channel.tel/blog/streaming-ai-responses-sse-websockets-real-time)
- [sub-300ms-voice-ai-new-standard](https://www.channel.tel/blog/sub-300ms-voice-ai-new-standard)
- [synthetic-empathy-can-ai-learn-apologize-should-it](https://www.channel.tel/blog/synthetic-empathy-can-ai-learn-apologize-should-it)
- [testing-bias-how-to-measure-and-reduce-socio-linguistic-disparities-in-ai](https://www.channel.tel/blog/testing-bias-how-to-measure-and-reduce-socio-linguistic-disparities-in-ai)
- [the-end-of-scripts-agentic-ai-replacing-rule-based-voicebots](https://www.channel.tel/blog/the-end-of-scripts-agentic-ai-replacing-rule-based-voicebots)
- [token-cost-optimization-production-ai-agents](https://www.channel.tel/blog/token-cost-optimization-production-ai-agents)
- [tool-calling-fragmentation-mcp-standard](https://www.channel.tel/blog/tool-calling-fragmentation-mcp-standard)
- [tool-explosion-managing-50-agent-tools-at-scale](https://www.channel.tel/blog/tool-explosion-managing-50-agent-tools-at-scale)
- [trust-deficit-ai-rebuilding-confidence-synthetic-voices-transparency-ux](https://www.channel.tel/blog/trust-deficit-ai-rebuilding-confidence-synthetic-voices-transparency-ux)
- [unsupervised-learning-voice-ai-mining-conversation-long-tail-breakthroughs](https://www.channel.tel/blog/unsupervised-learning-voice-ai-mining-conversation-long-tail-breakthroughs)
- [voice-agent-memory-pipecat-livekit-chanl-sdk](https://www.channel.tel/blog/voice-agent-memory-pipecat-livekit-chanl-sdk)
- [voice-agent-platform-architecture-sub-300ms-responses](https://www.channel.tel/blog/voice-agent-platform-architecture-sub-300ms-responses)
- [voice-ai-beyond-call-center](https://www.channel.tel/blog/voice-ai-beyond-call-center)
- [voice-ai-hallucinations](https://www.channel.tel/blog/voice-ai-hallucinations)
- [voice-ai-memory-build-vs-buy-comparison](https://www.channel.tel/blog/voice-ai-memory-build-vs-buy-comparison)
- [voice-ai-new-front-door-customer-journey-mapping](https://www.channel.tel/blog/voice-ai-new-front-door-customer-journey-mapping)
- [voice-ai-quality-crisis](https://www.channel.tel/blog/voice-ai-quality-crisis)
- [voice-ai-regulated-industries-how-pass-audit-without-breaking-sweat](https://www.channel.tel/blog/voice-ai-regulated-industries-how-pass-audit-without-breaking-sweat)
- [voice-ai-testing-strategies-that-actually-work](https://www.channel.tel/blog/voice-ai-testing-strategies-that-actually-work)
- [voice-commerce-explosion-market-growth](https://www.channel.tel/blog/voice-commerce-explosion-market-growth)
- [voice-platform-backend-gap](https://www.channel.tel/blog/voice-platform-backend-gap)
- [voiceprint-spoofing-security-defending-against-synthetic-voice-fraud](https://www.channel.tel/blog/voiceprint-spoofing-security-defending-against-synthetic-voice-fraud)
- [webmcp-every-website-tool-ai-agents](https://www.channel.tel/blog/webmcp-every-website-tool-ai-agents)
- [why-75-percent-chatbots-fail-complex-issues](https://www.channel.tel/blog/why-75-percent-chatbots-fail-complex-issues)
- [why-customers-prefer-humans-over-ai](https://www.channel.tel/blog/why-customers-prefer-humans-over-ai)
- [your-agent-has-30-tools-and-no-idea-when-to-use-them](https://www.channel.tel/blog/your-agent-has-30-tools-and-no-idea-when-to-use-them)
- [zero-shot-call-handling-what-happens-ai-meets-entirely-new-scenario](https://www.channel.tel/blog/zero-shot-call-handling-what-happens-ai-meets-entirely-new-scenario)