Define a field mapping contract and record identity checks before allowing generated post-contact content to update a CRM.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Agent assistance" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/after-call-work-summaries/", "url": "https://contactcentersoftware.blog/research/after-call-work-summaries/", "title": "How do you evaluate AI call summaries and after-call work automation?", "summary": "Evaluate after-call automation by accurate, approved case completion, counting agent review and correction time as part of the workflow.", "content_html": "Evaluate after-call automation by accurate, approved case completion, counting agent review and correction time as part of the workflow.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-19T00:00:00Z", "tags": [ "Agent assistance" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/agent-assist-adoption/", "url": "https://contactcentersoftware.blog/research/agent-assist-adoption/", "title": "How should you diagnose low adoption of contact center agent assistance?", "summary": "Diagnose low agent-assist adoption by separating access, exposure, relevance, trust, and workflow friction rather than treating usage as a performance score.", "content_html": "Diagnose low agent-assist adoption by separating access, exposure, relevance, trust, and workflow friction rather than treating usage as a performance score.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Coaching & training" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/agent-assist-answer-relevance/", "url": "https://contactcentersoftware.blog/research/agent-assist-answer-relevance/", "title": "How do you evaluate whether proactive suggestions are relevant or distracting?", "summary": "Evaluate proactive suggestions against the agent decision underway, counting distraction and missed opportunities separately from answer correctness.", "content_html": "Evaluate proactive suggestions against the agent decision underway, counting distraction and missed opportunities separately from answer correctness.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Agent assistance" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/agent-assist-desktop-integration/", "url": "https://contactcentersoftware.blog/research/agent-assist-desktop-integration/", "title": "What should an agent-assist desktop integration acceptance test cover?", "summary": "Accept an agent-assist desktop integration only after it preserves contact context, required work, and clear recovery behavior across realistic agent tasks.", "content_html": "Accept an agent-assist desktop integration only after it preserves contact context, required work, and clear recovery behavior across realistic agent tasks.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Buying & implementation" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/agent-assist-latency-testing/", "url": "https://contactcentersoftware.blog/research/agent-assist-latency-testing/", "title": "How do you test agent-assist latency from speech to usable guidance?", "summary": "Measure agent-assist latency from the triggering customer utterance to usable guidance, keeping late, missing, and superseded suggestions in the results.", "content_html": "Measure agent-assist latency from the triggering customer utterance to usable guidance, keeping late, missing, and superseded suggestions in the results.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Agent assistance" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/agent-score-appeals/", "url": "https://contactcentersoftware.blog/research/agent-score-appeals/", "title": "What should an operational QA score appeal case file contain?", "summary": "Resolve each QA appeal through a preserved original evaluation, criterion-level evidence and a documented reviewer decision.", "content_html": "Resolve each QA appeal through a preserved original evaluation, criterion-level evidence and a documented reviewer decision.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/aht-csat-balanced-evaluation/", "url": "https://contactcentersoftware.blog/research/aht-csat-balanced-evaluation/", "title": "How can you reduce handle time without sacrificing customer satisfaction?", "summary": "Target avoidable work and evaluate handle-time changes alongside resolution, quality, repeat contacts, and consistently measured customer feedback.", "content_html": "Target avoidable work and evaluate handle-time changes alongside resolution, quality, repeat contacts, and consistently measured customer feedback.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-19T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/ai-assisted-training-scenarios/", "url": "https://contactcentersoftware.blog/research/ai-assisted-training-scenarios/", "title": "How should you design training scenarios for AI-assisted contact center agents?", "summary": "Design AI-assisted training around a customer decision with a defined outcome, then vary the assistance so agents practice verification and escalation as well as execution.", "content_html": "Design AI-assisted training around a customer decision with a defined outcome, then vary the assistance so agents practice verification and escalation as well as execution.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Coaching & training" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/ai-summary-error-taxonomy/", "url": "https://contactcentersoftware.blog/research/ai-summary-error-taxonomy/", "title": "How should QA teams classify errors in AI-generated call summaries?", "summary": "Classify summary errors by what failed and its downstream consequence, keeping content quality separate from record-delivery failures.", "content_html": "Classify summary errors by what failed and its downstream consequence, keeping content quality separate from record-delivery failures.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Agent assistance" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/auto-qa-platforms/", "url": "https://contactcentersoftware.blog/research/auto-qa-platforms/", "title": "How should you compare automated QA platforms for a contact center?", "summary": "Compare automated QA platforms against a calibrated interaction sample and a reviewable workflow before expanding coverage.", "content_html": "Compare automated QA platforms against a calibrated interaction sample and a reviewable workflow before expanding coverage.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/bot-vs-human-quality/", "url": "https://contactcentersoftware.blog/research/bot-vs-human-quality/", "title": "How can you compare bot and human contact quality fairly by task?", "summary": "Compare human and bot quality on shared outcomes within similar tasks while retaining role-specific diagnostic checks.", "content_html": "Compare human and bot quality on shared outcomes within similar tasks while retaining role-specific diagnostic checks.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/coaching-action-plans/", "url": "https://contactcentersoftware.blog/research/coaching-action-plans/", "title": "What should a contact center coaching action plan contain?", "summary": "A coaching action plan should specify one observable behavior, the practice needed, the support owner, and the evidence that will decide the next step.", "content_html": "A coaching action plan should specify one observable behavior, the practice needed, the support owner, and the evidence that will decide the next step.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Coaching & training" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/coaching-follow-up/", "url": "https://contactcentersoftware.blog/research/coaching-follow-up/", "title": "How should managers follow up after contact center agent coaching?", "summary": "Follow up on coaching by checking new opportunities for the agreed behavior, recording dependencies, and choosing explicitly whether to close, continue, or revise the plan.", "content_html": "Follow up on coaching by checking new opportunities for the agreed behavior, recording dependencies, and choosing explicitly whether to close, continue, or revise the plan.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Coaching & training" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/coaching-session-evidence/", "url": "https://contactcentersoftware.blog/research/coaching-session-evidence/", "title": "What evidence should a manager bring to an agent coaching session?", "summary": "Build a coaching evidence packet around the behavior and its context, including both supporting examples and information that could change the interpretation.", "content_html": "Build a coaching evidence packet around the behavior and its context, including both supporting examples and information that could change the interpretation.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Coaching & training" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/contact-center-ai-buying-guide/", "url": "https://contactcentersoftware.blog/research/contact-center-ai-buying-guide/", "title": "A practical buying guide to contact center AI platforms", "summary": "Choose contact center AI by a scoped workflow and measurable acceptance criteria, then compare the evidence, operating responsibilities, and total cost for that scope.", "content_html": "Choose contact center AI by a scoped workflow and measurable acceptance criteria, then compare the evidence, operating responsibilities, and total cost for that scope.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Buying & implementation" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/contact-center-ai-integration-pilot/", "url": "https://contactcentersoftware.blog/research/contact-center-ai-integration-pilot/", "title": "How should a contact center AI integration pilot be scoped?", "summary": "An integration pilot should verify a complete contact lifecycle and its failure paths, using a field contract and ownership record rather than an integration logo.", "content_html": "An integration pilot should verify a complete contact lifecycle and its failure paths, using a field contract and ownership record rather than an integration logo.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Buying & implementation" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/contact-center-ai-rfp/", "url": "https://contactcentersoftware.blog/research/contact-center-ai-rfp/", "title": "What should a contact center AI RFP require?", "summary": "An AI RFP should require a scoped workflow, an evidence state for each requirement, and a demonstrated acceptance scenario rather than a feature checklist alone.", "content_html": "An AI RFP should require a scoped workflow, an evidence state for each requirement, and a demonstrated acceptance scenario rather than a feature checklist alone.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Buying & implementation" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/contact-center-ai-rollout-plan/", "url": "https://contactcentersoftware.blog/research/contact-center-ai-rollout-plan/", "title": "How should contact center AI move from pilot to rollout?", "summary": "Move from pilot to rollout through explicit stage gates tied to quality, operational readiness, and reversibility rather than elapsed calendar time.", "content_html": "Move from pilot to rollout through explicit stage gates tied to quality, operational readiness, and reversibility rather than elapsed calendar time.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Buying & implementation" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/contact-center-ai-total-cost/", "url": "https://contactcentersoftware.blog/research/contact-center-ai-total-cost/", "title": "How should teams compare the total cost of contact center AI?", "summary": "Compare total cost using the same workflow and volume assumptions, separating supplier charges, implementation work, recurring operations, and uncertainty.", "content_html": "Compare total cost using the same workflow and volume assumptions, separating supplier charges, implementation work, recurring operations, and uncertainty.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-19T00:00:00Z", "tags": [ "Buying & implementation" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/contact-coverage-reconciliation/", "url": "https://contactcentersoftware.blog/research/contact-coverage-reconciliation/", "title": "How do you run a daily missing-conversation QA reconciliation queue?", "summary": "Reconcile missing QA records daily through an owned exception queue that preserves source identity and failure history.", "content_html": "Reconcile missing QA records daily through an owned exception queue that preserves source identity and failure history.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/customer-effort-analysis/", "url": "https://contactcentersoftware.blog/research/customer-effort-analysis/", "title": "How to investigate customer effort beyond handle time", "summary": "Investigate customer effort by locating the extra work required to finish a task, keeping survey responses separate from inferred and observed friction.", "content_html": "Investigate customer effort by locating the extra work required to finish a task, keeping survey responses separate from inferred and observed friction.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/customer-experience-metrics/", "url": "https://contactcentersoftware.blog/research/customer-experience-metrics/", "title": "Which contact center AI metrics distinguish CSAT, NPS and inferred satisfaction?", "summary": "Measure survey CSAT and NPS separately from model-inferred satisfaction, then link each signal to a defined task, owner and verifiable outcome.", "content_html": "Measure survey CSAT and NPS separately from model-inferred satisfaction, then link each signal to a defined task, owner and verifiable outcome.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/end-to-end-cx-automation/", "url": "https://contactcentersoftware.blog/research/end-to-end-cx-automation/", "title": "What end-to-end CX automation needs to prove", "summary": "An end-to-end CX automation claim should be tested against a complete workflow with verifiable state changes, recovery behavior, and a working human exit.", "content_html": "An end-to-end CX automation claim should be tested against a complete workflow with verifiable state changes, recovery behavior, and a working human exit.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "AI agents" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/knowledge-grounded-agent-assist/", "url": "https://contactcentersoftware.blog/research/knowledge-grounded-agent-assist/", "title": "How do you evaluate knowledge-grounded answers for contact center agents?", "summary": "Test knowledge-grounded assist against an approved answer set, including missing and conflicting information, before measuring search-time savings.", "content_html": "Test knowledge-grounded assist against an approved answer set, including missing and conflicting information, before measuring search-time savings.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Agent assistance" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/knowledge-refresh-ownership/", "url": "https://contactcentersoftware.blog/research/knowledge-refresh-ownership/", "title": "Who should own knowledge refresh for contact center agent assistance?", "summary": "Give each knowledge change a content owner, an implementation owner, an effective date, and a verified path from publication to assisted answers.", "content_html": "Give each knowledge change a content owner, an implementation owner, an effective date, and a verified path from publication to assisted answers.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Agent assistance" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/live-coaching-supervisor-alerts/", "url": "https://contactcentersoftware.blog/research/live-coaching-supervisor-alerts/", "title": "How should you choose live coaching and supervisor alert tools?", "summary": "Choose supervisor alerts around actionable events, a named response owner, and tested intervention workflows rather than dashboard volume.", "content_html": "Choose supervisor alerts around actionable events, a named response owner, and tested intervention workflows rather than dashboard volume.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Coaching & training" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/llm-vs-keyword-qa/", "url": "https://contactcentersoftware.blog/research/llm-vs-keyword-qa/", "title": "When should contact center QA use language models rather than keywords?", "summary": "Choose QA scoring methods by criterion and validate context, exact wording and exceptions on a shared holdout sample.", "content_html": "Choose QA scoring methods by criterion and validate context, exact wording and exceptions on a shared holdout sample.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/multilingual-qa-validation/", "url": "https://contactcentersoftware.blog/research/multilingual-qa-validation/", "title": "How should you validate automated QA across multiple languages?", "summary": "Validate each language and input condition with qualified reviewers before combining multilingual QA results.", "content_html": "Validate each language and input condition with qualified reviewers before combining multilingual QA results.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/new-agent-ramp-time/", "url": "https://contactcentersoftware.blog/research/new-agent-ramp-time/", "title": "How can you test whether AI assistance reduces new-agent ramp time?", "summary": "Evaluate onboarding AI against time to independent, quality-assured proficiency, with comparable cohorts and explicit checks for overreliance.", "content_html": "Evaluate onboarding AI against time to independent, quality-assured proficiency, with comparable cohorts and explicit checks for overreliance.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-19T00:00:00Z", "tags": [ "Coaching & training" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/omnichannel-quality-management/", "url": "https://contactcentersoftware.blog/research/omnichannel-quality-management/", "title": "How should QA scorecards work across voice, chat and email?", "summary": "Use common service outcomes with channel-specific evidence and report channel-level results before combining QA scores.", "content_html": "Use common service outcomes with channel-specific evidence and report channel-level results before combining QA scores.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-19T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/qa-calibration-scorecards/", "url": "https://contactcentersoftware.blog/research/qa-calibration-scorecards/", "title": "How can contact centers calibrate AI QA scorecards and resolve disputes?", "summary": "Calibrate criterion-level judgments with shared reference cases, explicit exceptions and a documented dispute process.", "content_html": "Calibrate criterion-level judgments with shared reference cases, explicit exceptions and a documented dispute process.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-19T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/qa-critical-errors/", "url": "https://contactcentersoftware.blog/research/qa-critical-errors/", "title": "How should contact centers define and review critical QA errors?", "summary": "Define critical QA events with precise triggers, sufficient evidence and accountable review before applying their score effects.", "content_html": "Define critical QA events with precise triggers, sufficient evidence and accountable review before applying their score effects.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/qa-false-positive-review/", "url": "https://contactcentersoftware.blog/research/qa-false-positive-review/", "title": "How should QA teams investigate false automated failures?", "summary": "Investigate unsupported QA failures by preserving original evidence, identifying the cause and testing the smallest justified repair.", "content_html": "Investigate unsupported QA failures by preserving original evidence, identifying the cause and testing the smallest justified repair.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/qa-gold-set/", "url": "https://contactcentersoftware.blog/research/qa-gold-set/", "title": "How do you build a reference gold set for automated QA?", "summary": "Maintain independently reviewed reference interactions with versioned labels, evidence and a protected test split.", "content_html": "Maintain independently reviewed reference interactions with versioned labels, evidence and a protected test split.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/qa-model-change-control/", "url": "https://contactcentersoftware.blog/research/qa-model-change-control/", "title": "How should contact centers control QA model and rubric changes?", "summary": "Release QA changes with versioned evidence, comparable test populations, an approval record and explicit reporting boundaries.", "content_html": "Release QA changes with versioned evidence, comparable test populations, an approval record and explicit reporting boundaries.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/qa-reporting-denominators/", "url": "https://contactcentersoftware.blog/research/qa-reporting-denominators/", "title": "Why do QA averages change when weights and not-applicable answers change?", "summary": "State the QA formula and denominator explicitly, keeping inapplicable, missing and failed results visible.", "content_html": "State the QA formula and denominator explicitly, keeping inapplicable, missing and failed results visible.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/qa-sampling-after-automation/", "url": "https://contactcentersoftware.blog/research/qa-sampling-after-automation/", "title": "What human QA sampling should remain after automated scoring?", "summary": "Retain separate human sample streams for routine error estimation, targeted investigation and change validation after QA automation.", "content_html": "Retain separate human sample streams for routine error estimation, targeted investigation and change validation after QA automation.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/qa-scorecard-design/", "url": "https://contactcentersoftware.blog/research/qa-scorecard-design/", "title": "How do you design a contact center QA scorecard for automation?", "summary": "Design each QA criterion with a clear trigger, observable behavior, evidence requirement and explicit scoring effect.", "content_html": "Design each QA criterion with a clear trigger, observable behavior, evidence requirement and explicit scoring effect.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/qa-to-coaching-workflow/", "url": "https://contactcentersoftware.blog/research/qa-to-coaching-workflow/", "title": "How should automated QA findings become an agent coaching workflow?", "summary": "Turn a reviewed QA behavior pattern into a specific owned coaching action and a scheduled evidence-based follow-up.", "content_html": "Turn a reviewed QA behavior pattern into a specific owned coaching action and a scheduled evidence-based follow-up.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Coaching & training" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/real-time-agent-assist/", "url": "https://contactcentersoftware.blog/research/real-time-agent-assist/", "title": "How should you evaluate real-time agent assist during live calls?", "summary": "Evaluate real-time agent assist by whether correct, timely guidance helps an agent complete a specific customer task without adding distraction.", "content_html": "Evaluate real-time agent assist by whether correct, timely guidance helps an agent complete a specific customer task without adding distraction.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Agent assistance" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/repeat-contact-analysis/", "url": "https://contactcentersoftware.blog/research/repeat-contact-analysis/", "title": "How to investigate repeat contacts without counting every return as a failure", "summary": "Investigate repeat contacts at the customer-task level, separating unresolved work from legitimate follow-up, duplicate records, and unrelated new requests.", "content_html": "Investigate repeat contacts at the customer-task level, separating unresolved work from legitimate follow-up, duplicate records, and unrelated new requests.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/score-all-conversations/", "url": "https://contactcentersoftware.blog/research/score-all-conversations/", "title": "What does scoring 100% of contact center conversations actually require?", "summary": "Verify full-population QA by reconciling source interactions with valid scored records and reporting every exclusion.", "content_html": "Verify full-population QA by reconciling source interactions with valid scored records and reporting every exclusion.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-19T00:00:00Z", "tags": [ "Quality management" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/screen-and-audio-analysis/", "url": "https://contactcentersoftware.blog/research/screen-and-audio-analysis/", "title": "How should you evaluate contact center screen and audio analysis?", "summary": "Test synchronized screen and audio evidence on specific workflow problems and distinguish recording from automatic visual interpretation.", "content_html": "Test synchronized screen and audio evidence on specific workflow problems and distinguish recording from automatic visual interpretation.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/screen-audio-investigation-workflow/", "url": "https://contactcentersoftware.blog/research/screen-audio-investigation-workflow/", "title": "How to investigate a workflow problem with screen and audio evidence", "summary": "Investigate screen and audio together by constructing a timed event record, distinguishing observed friction from hypotheses, and assigning a reproducible next test.", "content_html": "Investigate screen and audio together by constructing a timed event record, distinguishing observed friction from hypotheses, and assigning a reproducible next test.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/screen-recording-review-access/", "url": "https://contactcentersoftware.blog/research/screen-recording-review-access/", "title": "What access and retention evidence should buyers request for screen recording?", "summary": "Require evidence for reviewer access, export boundaries and recording lifecycle responsibilities before adopting screen recording.", "content_html": "Require evidence for reviewer access, export boundaries and recording lifecycle responsibilities before adopting screen recording.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Buying & implementation" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/sentiment-intent-analysis/", "url": "https://contactcentersoftware.blog/research/sentiment-intent-analysis/", "title": "How to evaluate sentiment and intent analysis in customer conversations", "summary": "Evaluate sentiment and intent as separate classification tasks, using labeled examples, channel-level error analysis, and explicit limits on interpretation.", "content_html": "Evaluate sentiment and intent as separate classification tasks, using labeled examples, channel-level error analysis, and explicit limits on interpretation.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/sentiment-trends-over-time/", "url": "https://contactcentersoftware.blog/research/sentiment-trends-over-time/", "title": "How to compare sentiment trends when models and contact mix change", "summary": "Interpret a sentiment trend only after checking stable populations, coverage, label definitions, and model versions; otherwise the series may not be comparable.", "content_html": "Interpret a sentiment trend only after checking stable populations, coverage, label definitions, and model versions; otherwise the series may not be comparable.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/supervisor-alert-fatigue/", "url": "https://contactcentersoftware.blog/research/supervisor-alert-fatigue/", "title": "How do you reduce supervisor alert fatigue without hiding important calls?", "summary": "Reduce alert fatigue by assigning a response to each alert category, budgeting supervisor attention, and checking that noise reduction preserves important detections.", "content_html": "Reduce alert fatigue by assigning a response to each alert category, budgeting supervisor attention, and checking that noise reduction preserves important detections.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Coaching & training" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/virtual-agent-failure-recovery/", "url": "https://contactcentersoftware.blog/research/virtual-agent-failure-recovery/", "title": "How to test virtual-agent recovery when a connected system fails", "summary": "Recover from a failed system call by establishing the action state before retrying, and explain uncertainty when completion cannot be confirmed.", "content_html": "Recover from a failed system call by establishing the action state before retrying, and explain uncertainty when completion cannot be confirmed.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "AI agents" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/virtual-agent-human-handoff/", "url": "https://contactcentersoftware.blog/research/virtual-agent-human-handoff/", "title": "How to design a virtual-agent handoff that preserves the customer task", "summary": "Accept a human handoff only when the right person receives usable context and responsibility for the unfinished task is explicit.", "content_html": "Accept a human handoff only when the right person receives usable context and responsibility for the unfinished task is explicit.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "AI agents" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/virtual-agent-interruption-tests/", "url": "https://contactcentersoftware.blog/research/virtual-agent-interruption-tests/", "title": "How to test interruptions and corrections in a voice AI agent", "summary": "Test voice interruption against both audio behavior and conversation state: the agent must hear the correction without continuing the wrong task.", "content_html": "Test voice interruption against both audio behavior and conversation state: the agent must hear the correction without continuing the wrong task.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "AI agents" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/virtual-agent-knowledge-boundaries/", "url": "https://contactcentersoftware.blog/research/virtual-agent-knowledge-boundaries/", "title": "How to set knowledge boundaries for a support virtual agent", "summary": "Give a support virtual agent an explicit answer boundary: approved sources, freshness rules, unsupported requests, and a safe route when evidence is insufficient.", "content_html": "Give a support virtual agent an explicit answer boundary: approved sources, freshness rules, unsupported requests, and a safe route when evidence is insufficient.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "AI agents" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/virtual-agent-task-success/", "url": "https://contactcentersoftware.blog/research/virtual-agent-task-success/", "title": "How to define task success for contact center virtual agents", "summary": "Measure virtual-agent task success against an observable outcome and keep unresolved, abandoned, and unknown cases visible in the denominator.", "content_html": "Measure virtual-agent task success against an observable outcome and keep unresolved, abandoned, and unknown cases visible in the denominator.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "AI agents" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/voc-action-ownership/", "url": "https://contactcentersoftware.blog/research/voc-action-ownership/", "title": "How to turn VoC themes into owned operational actions", "summary": "Turn a VoC theme into an owned action by recording the evidence, decision owner, proposed change, outcome measure, and review date.", "content_html": "Turn a VoC theme into an owned action by recording the evidence, decision owner, proposed change, outcome measure, and review date.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/voc-theme-taxonomy/", "url": "https://contactcentersoftware.blog/research/voc-theme-taxonomy/", "title": "How to build a VoC theme taxonomy that stays useful", "summary": "Build a VoC taxonomy around decisions teams can act on, with explicit inclusion rules, counterexamples, and a controlled way to change labels.", "content_html": "Build a VoC taxonomy around decisions teams can act on, with explicit inclusion rules, counterexamples, and a controlled way to change labels.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/voice-ai-agent-evaluation/", "url": "https://contactcentersoftware.blog/research/voice-ai-agent-evaluation/", "title": "How to evaluate a voice AI agent beyond its demo", "summary": "Choose a voice AI agent through realistic task and recovery tests, measuring completed outcomes alongside latency, escalation, and customer effort.", "content_html": "Choose a voice AI agent through realistic task and recovery tests, measuring completed outcomes alongside latency, escalation, and customer effort.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "AI agents" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/voice-bot-language-pilots/", "url": "https://contactcentersoftware.blog/research/voice-bot-language-pilots/", "title": "How to run a language-specific voice AI pilot", "summary": "Approve voice AI separately for each required language and task, using local speakers, realistic audio, and visible failures before combining results.", "content_html": "Approve voice AI separately for each required language and task, using local speakers, realistic audio, and visible failures before combining results.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "AI agents" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/voice-chat-virtual-agents/", "url": "https://contactcentersoftware.blog/research/voice-chat-virtual-agents/", "title": "Choosing AI agents for both voice and chat", "summary": "Use one task policy across voice and chat, but test each channel and its handoffs separately; a shared product name does not prove consistent behavior.", "content_html": "Use one task policy across voice and chat, but test each channel and its handoffs separately; a shared product name does not prove consistent behavior.
Read the complete guide and sources
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "AI agents" ], "authors": [ { "name": "Contact Center AI Index" } ] }, { "id": "https://contactcentersoftware.blog/research/voice-of-customer-platforms/", "url": "https://contactcentersoftware.blog/research/voice-of-customer-platforms/", "title": "Choosing a voice-of-the-customer platform for contact centers", "summary": "Choose a VoC platform by the customer evidence it can explain and the operational changes it can support, rather than by dashboard count.", "content_html": "Choose a VoC platform by the customer evidence it can explain and the operational changes it can support, rather than by dashboard count.
", "date_published": "2026-10-19T00:00:00Z", "date_modified": "2026-10-20T00:00:00Z", "tags": [ "Conversation analytics" ], "authors": [ { "name": "Contact Center AI Index" } ] } ] }