# QA & Coaching Agents: Automated Quality Assurance — Mihu AI Blog Feature Guide # QA & Coaching Agents: Automated Quality Assurance Score 100% of conversations automatically. Identify coaching opportunities, track compliance, and improve team performance — without manual call reviews. January 18, 2026 10 min read Quality at Scale Score every conversation. Coach every agent. Avg Score 94% +3.2% Compliance 98% +1.5% Reviewed 100% All calls From random sampling to complete coverage — automated QA that scales. Traditional quality assurance is broken. Most contact centers review less than 2% of calls. The other 98%? Completely unmonitored. Coaching happens weeks after issues occur, if at all. Compliance violations slip through undetected. Top performers go unrecognized while struggling agents never get the help they need. Mihu AI QA & Coaching Agents change the game. Every conversation — voice calls, messages, emails — gets analyzed automatically in real time. Intelligent scoring, instant coaching recommendations, and complete compliance monitoring. No more random sampling. No more delayed feedback. 100% of conversations scored <1min from call end to scorecard 40% reduction in QA costs 23% improvement in agent performance ## Three Pillars of Intelligent QA Mihu AI's approach to quality assurance rests on three interconnected capabilities: automated quality scoring, personalized coaching, and actionable analytics. Together, they create a continuous improvement loop that elevates entire teams. ### Automated Scoring Every conversation evaluated against customizable scorecards. Consistent, objective, and instant. Custom scorecard builder Multi-criteria evaluation Weighted scoring rules Auto-fail conditions ### Smart Coaching Personalized recommendations for each agent based on their specific improvement areas. Individual coaching plans Example clips for training Progress tracking Peer benchmarking ### Deep Analytics Insights that reveal patterns, trends, and opportunities across the entire operation. Team performance dashboards Trend analysis Root cause identification Exportable reports ## What Gets Measured QA agents evaluate conversations across multiple dimensions simultaneously, providing a complete picture of interaction quality rather than surface-level metrics. #### Communication Quality Tone, clarity, empathy, and professionalism. Did the agent connect with the customer? #### Process Adherence Did the agent follow required scripts, procedures, and workflows correctly? #### Problem Resolution Was the customer's issue resolved? First contact resolution tracking. #### Compliance & Legal Required disclosures, prohibited phrases, regulatory requirements met. #### Upsell & Cross-sell Relevant offers made appropriately. Sales opportunities identified and acted on. #### Efficiency Metrics Handle time, dead air, hold time — operational efficiency indicators. #### Customizable Scorecards Build scorecards that match exact business requirements. Weight criteria differently, set auto-fail conditions for critical compliance issues, and create role-specific evaluations for sales vs. support teams. ## Real-Time Scorecard Preview Here's what a typical automated scorecard looks like — generated within seconds of call completion: ### Sample Call Scorecard Greeting & Introduction 95% Proper greeting, name used, purpose confirmed Active Listening 87% Acknowledged concerns, asked clarifying questions Problem Resolution 100% Issue fully resolved on first contact Compliance 75% ⚠️ Missing: Rate disclosure statement ## How It Works 1 #### Conversation Captured Every call, chat, or email is automatically transcribed and processed. Voice calls get full transcription with speaker separation and sentiment analysis. 2 #### Intelligent Analysis The QA agent evaluates the conversation against configured scorecards, checking for compliance triggers, quality markers, and coaching opportunities. 3 #### Scorecard Generated Within 60 seconds of call completion, a detailed scorecard is available — complete with scores, timestamps, and specific examples from the conversation. 4 #### Coaching Triggered Low scores or compliance failures automatically trigger coaching workflows. Supervisors get alerts, agents receive personalized feedback with example clips. 5 #### Continuous Improvement Analytics dashboards track improvement over time. Identify top performers, surface systemic issues, and measure the impact of training programs. ## Use Cases by Industry #### Contact Centers Scale QA without scaling headcount. Move from 2% sampling to 100% coverage while reducing QA team costs by 40% or more. #### Sales Teams Identify what top performers do differently. Replicate winning behaviors across the team with targeted coaching programs. #### Customer Support Track first-contact resolution, customer satisfaction drivers, and agent empathy. Build a support team customers love. #### Regulated Industries Financial services, healthcare, insurance — ensure 100% compliance with required disclosures and prohibited practices. #### Agent-Friendly Feedback QA shouldn't feel punitive. Mihu AI coaching focuses on growth, not gotchas. Agents see their progress over time, celebrate wins, and get actionable suggestions for improvement — not just criticism. ## Getting Started Setting up automated QA takes about 30 minutes. In the Mihu AI dashboard, navigate to QA & Coaching → Scorecards to build evaluation criteria. Start with templates for common use cases (customer service, sales, compliance) or build custom scorecards from scratch. Once scorecards are configured, every new conversation is automatically evaluated. Historical calls can be batch-processed for baseline analysis. The system learns from feedback and calibration sessions to improve accuracy over time. ## What's Next Coming soon: real-time coaching during live calls. QA agents will be able to surface suggestions to agents mid-conversation — prompting compliance disclosures, suggesting empathy phrases, or recommending solutions based on similar resolved issues. Tags: Quality Assurance (https://mihu.ai/blog/qa-coaching-agents) Agent Coaching (https://mihu.ai/blog/qa-coaching-agents) Analytics (https://mihu.ai/blog/qa-coaching-agents) Compliance (https://mihu.ai/blog/qa-coaching-agents) Performance (https://mihu.ai/blog/qa-coaching-agents) Share this article (https://mihu.ai/blog/qa-coaching-agents) (https://mihu.ai/blog/qa-coaching-agents) (https://mihu.ai/blog/qa-coaching-agents) ### Score Every Conversation From 2% sampling to 100% coverage. Automate quality assurance and watch team performance improve. 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