The State of Play

— Centific empirical testing on 500+ production-like sales operations tasks shows only 12.7% agent success rate across five leading models; reveals fundamental execution reliability barriers for deployed agents in real sales environments.

— Braintrust consulting analysis positions real-time content retrieval as content-logistics fix with honest limitations (doesn't retrain behavior, doesn't compress ramp time alone); includes Gartner 2.6x metric and realistic deployment assessment.

— Amotions AI deployment at House of Hearing verified $160K monthly sales lift using AI roleplay and consult scorecards; demonstrates proven revenue impact from production real-time guidance with named customer attribution.

— TELUS Digital defines production-ready requirements: native CRM integration, sub-second latency, continuous feedback loops; 2025 study showed 96% accuracy and 70% latency improvement via feedback.

— Cresta's real-time augmentation deployed at enterprise scale (Cox Communications, Verizon, Vivint, Optimum/Altice, Holiday Inn) surfaces qualification script, pricing anchor, objection response during live calls.

— Ambition survey of 300+ sales leaders shows AI coaching users 57% more likely to hit 71%+ quota attainment; only 26% have fully deployed AI coaching, indicating market adoption momentum.

— Market analysis positions real-time in-call guidance as differentiator: ZoomInfo research shows sellers using AI report 80% higher win rates; LinkedIn data indicates daily AI users 2.5× more likely to exceed targets.

— Revenue.io Moments deploys real-time in-call guidance with sub-second latency, triggering competitor battlecards, objection responses, and methodology coaching based on live conversation events.

— Comparison of 9 real-time agent assist vendors across 3 categories; Balto reports 500M+ interactions guided with outcomes: double-digit conversion increases, 50% ramp reduction, escalation reduction.

— Gartner 2026 Sales Enablement Report quantifies real-time AI coaching outcomes: 8-12% win-rate lift within 3 months, 30-50% faster new-hire ramp, 2-3 hours/week productivity gain.

— Category-wide pivot documented: buyer question shifted from 'which vendor analyzes calls best?' to 'which vendor changes what happens during the call?'. Real-time coaching moved from premium add-on to default platform feature.

— RevOps consultant field report documents real-time guidance crossing usability threshold: 200-400ms latency achieved; benchmarked outcomes 15-28% win-rate lift, 22% ramp acceleration, 40% manager time savings.

— Gartner 2026 Sales Enablement Report data: real-time AI coaching delivers 8-12% win-rate improvement within first 3 months; new hires reach full productivity 30-50% faster than teams using traditional coaching.

— Zoom launches AI Sales Assist as GA feature within Zoom Revenue Accelerator, enabling real-time in-call guidance with configurable talking points, objection handling, and competitor context.

— Multiple enterprise deployments documented: Block (1,400 sellers, 86% AI adoption), Vagaro (70% conversion boost), HPE (400% opportunity lift), NFI Industries (10X qualified meetings); 100% call coaching adoption across org.

— Critical market assessment documents real-time guidance adoption barriers: Revenue.io praised as 'strong platform' but limited by per-seat pricing scale, surface-level coaching depth vs newer entrants, integration gaps.

— Gartner 2026 CSO survey: sales organizations with AI-enabled next-best-action guidance 2.6x more likely to achieve commercial growth; role redesign around AI-augmented workflows critical to outcomes.

— Market assessment positioning real-time coaching prompts as revenue differentiator; 15–25% higher win rates with in-call guidance vs post-call review; Ricavi highlighted for rapid deployment.

— Vendor-published comparative analysis defining real-time coaching category; 8–12% win rate improvement (Gartner-sourced); taxonomy of three coaching approaches (methodology, script, behavioral).

— Production deployment at 1,800+ enterprises with documented outcomes: 15–31% close-rate lift; Learn→Guide→Scale framework shows ramp time acceleration, manager leverage, and team consistency gains from in-call guidance patterns.

— Named customer deployments (Equity Trust, SmartAsset, NFI Industries) with quantified case outcomes ($300K rep productivity increase, 60% ramp acceleration, 8X more conversations per manager).

— Critical adoption signal: AI-only coaching rated extremely useful by only 13% of reps vs. human coaching 48%; identifies feedback-delay barrier explaining why real-time guidance architecturally necessary.

— Scale metrics: 350M+ conversations processed, 4.8M+ real-time coaching moments; analyst recognition (Gartner Cool Vendor, Forrester Wave Leader, Deloitte Fast 500); production deployment across 12+ named customers.

— Independent third-party comparison clearly distinguishing Revenue.io's real-time guidance layer (live prompts during calls) from Gong's post-call analytics; detailed feature, use-case, and pricing breakdown demonstrates market positioning.

— Third-party review: Wingman listens to live calls via Zoom/Teams/phone and displays real-time coaching cues on-screen (battlecards, monologue alerts, deal intelligence). New rep ramp acceleration 30-40% with annotated call libraries; 5X cheaper than enterprise alternatives.

— Production deployment across 900+ industrial distributors: AI-powered Sales Excellence agent delivers contextual in-call guidance via Teams, reducing information search 30-50%, redirecting 170,000 hours annually to customer engagement, accelerating onboarding 20-30%.

— Named customer (Renaissance) demonstrates in-call coaching with content cards delivering guidance during live calls: 26% win rate increase, 45% deal size increase, 11-day cycle reduction, 60% seller productivity gain.

— CRO-authored market guidance: Pavilion 2026 benchmark of 268 GTM teams shows real-time coaching now standard offering across six major vendors (Gong 38%, Chorus 22%, Clari 14%, Mindtickle 11%, Outreach 8%, Second Nature 7%). Single-tool commitment achieves 31% higher adoption.

— Practitioner deployment model for 2027: AI agents operate as always-on second pair of eyes (drift detection, skill diagnosis, next-action recommendation). Documented outcomes: 14-22% quota lift, 2.1x faster new-AE ramp, 9-13pp forecast accuracy improvement.

— Establishes real-time coaching as distinct emerging category: live coaching linked to 30% quota attainment increase over reactive training. Contrasts with 87% content forgetting rate and shows reinforcement loops explain superior outcomes of continuous guidance.

— Independent research (318 revenue enablement leaders): 77% report AI revenue gains, 84% improved coaching quality, 83% reduced onboarding, top adopters report 45% higher win rates and 50% cycle reduction. Demonstrates coaching adoption maturity and quantified ROI.

— CSO Insights research quantifies real-time coaching effectiveness: 32.1% win rate improvement, 27.9% quota attainment lift, 8.4% higher year-over-year revenue growth. Signals demonstrated ROI driving adoption decisions.

— Competitive analysis explicitly names Revenue.io's Moments as patented real-time in-call coaching feature and compares seven alternatives with real-time guidance capabilities (whisper coaching, objection responses, compliance reminders). Ecosystem maturity signal.

— Real-time conversation intelligence platform serving 10,000+ users with documented outcomes: 34%→58% win rate, 31-day ramp reduction, 18% list-price hold, 22% ACV increase, 130% NRR. Integrates Salesforce, HubSpot, Slack, 300+ platforms.

— Architectural evolution to 3rd-gen proactive real-time behavioral guidance: multi-signal ingestion (voice, email, CRM), contextual playbook grounding (company methodology, competitive battlecards, compliance), hyper-personalized post-call synthesis. Reported: halved ramp times, 100% message consistency, 70% coaching effectiveness gains.

— Large-scale empirical study (480M outputs, Jan-Apr 2026): single-model hallucination 8.3%; multi-model verification 3.2% (61% reduction). Legal 63%, Financial 62%, Healthcare 59% improvements. Demonstrates architectural path to production-grade accuracy for real-time guidance systems.

— Critical negative signal: MIT GenAI Divide shows 95% of enterprise AI projects failed to show measurable ROI within 6 months. 74% of CIOs say role at risk if company doesn't deliver AI gains. Only 40% can link AI initiatives to cost savings/revenue. Reflects capability-adoption mismatch constraining real-time guidance scaling.

— Real-time guidance in Layer 2 agentic AI. Critical adoption barrier: Gartner predicts 40% agentic AI projects cancelled by end 2027 due to 'escalating costs, unclear business value, insufficient risk controls.' Data readiness gap: only 5% of 10,000 orgs say data is adequately ready despite 97% with AI initiatives.

— 8 real-time objection-handling tactics with metrics: live coaching pop-ups +31% successful turnarounds vs. manual playbooks; sentiment detection +18pp close-rate improvement; battle cards +27% reduction in competitor losses; 45% higher conversion on late-stage deals; 22% ACV lift.

— Real-time deal intelligence platform with objection guidance, live MEDDIC tracking, live meeting insights during calls. Integrates Salesforce, HubSpot, Teams, Meet, Slack. Represents ecosystem breadth of real-time guidance solutions reaching enterprise deployment.

— Comprehensive May 2026 platform comparison of real-time sales call coaching capabilities. Identifies real-time coaching, multimodal workflows, CRM integration, and AI accuracy evaluation as active market developments. Multiple platforms at production/GA with real-time guidance as key differentiator.

— Hallucination rates rising sharply in agentic multi-step workflows (real-time guidance's operational mode). OpenAI o3 hallucinates 33% of PersonQA prompts; GPT-5.5 marketing claimed 60% reduction but system card reports 3% response-level reduction. ICLR 2026 confirms longer reasoning chains amplify hallucination.

— Revenue.io's Moments flagship real-time conversation guidance platform. Patented system (US Patents 10,440,181, 10,757,256, 11,212,389) delivers real-time objection handling, 50% faster ramp, 95% compliance fine risk reduction, and templated guidance system with named customer outcomes (RSC Health).

— Sales enablement guide naming Gong, Chorus for real-time coaching with in-call prompts and measurable productivity: 20-30% selling time recovery, 15-25% win-rate lift. Identifies adoption barriers: data quality issues, legacy system integration, and rep skepticism; recommends starting small with change management and human oversight.

— Critical negative signal: Gartner data shows only 39% of chief sales officers report quota improvement from AI sales initiatives (61% report no improvement). Despite proliferation of real-time guidance tools, organizations struggle to translate deployment into revenue outcomes—persistent adoption and outcome barriers.

— Critical 2026 market finding: shift from post-call to real-time in-call coaching driven by sub-200ms latency threshold. Nimitai leads with sub-200ms inference; ecosystem now standard on real-time guidance. Analyzed 350+ B2B calls across 200+ businesses.

— COPE framework for real-time coaching operationalization: in-call prompts, post-call summaries, manager conversation starters, reinforcement loops. Defines coaching signals (talk-to-listen ratio, discovery depth, objection handling). AI detects patterns at scale; managers provide contextual coaching—complementary roles for effective implementation.

— Practitioner adoption sequencing: 4-week tactical roadmap addresses blockers (AI fear, data privacy, organizational silos, metric misalignment). Recommends co-creating use cases with top performers, proving time savings in 30 days, positioning AI as sparring partner. Cites 'CRM-native models that coach inside flow of work' as emerging standard.

— Vendor evaluation framework identifying adoption barriers: 88% of pilot deployments fail to reach production; 62% of organizations experiment with AI agents but only 23% scale. Evaluates 10+ agents including real-time conversation guidance; documents 3-15% revenue increases at production scale.

— Empirical analysis of hallucination rates across AI tasks: best-case 3.3% (controlled summarization), worst-case 60%+ (enterprise citation). RAG reduces hallucination 75-90%; tool grounding reduces 65-80%. Documents that 51% of orgs report negative consequences from AI inaccuracy—foundational for real-time guidance reliability constraints.

— Liminal launches Coach AI, grounding real-time guidance in verified competitive intelligence; detects objection moments and surfaces account-specific counters without disrupting conversation flow.

— Market architectural analysis: break-based vs. continuous real-time coaching trade-offs revealed; reps perform better with guidance that prevents errors in-moment vs. coaching at breaks; native CRM integration enables revenue attribution.

— Real-time guidance identified as core 2026 trend: new hires with AI coaching ramp 30-40% faster; real-time cues replace ride-alongs; converts reps from subjective to data-driven coaching.

— Real-time in-call coaching lifts win rates 19% (45.5% to 64.1% qualified conversion) and increases enterprise efficiency 20%; MSalesCoach reports 38% of reps rarely receive coaching despite 90% of leaders claiming to coach monthly.

— Financial barrier to scaling: 88% of AI pilots never reach production; operations/integration = 80-85% of TCO (not model cost); data prep alone $100K-$380K; underestimation widespread—96% of enterprises report costs higher than expected.

— Infrastructure barrier: 97% of 10,000 organizations report active AI initiatives but only 5% say data is adequately ready—92-point gap identifies data readiness as critical limiting factor for real-time guidance deployment.

— Structural adoption barriers: 79% of enterprises face significant challenges; 88% of pilots fail production; only 21% have governance maturity for autonomous agents; talent readiness gap acute (20% have readiness vs. 74% plan agentic deployment).

— Comprehensive adoption metrics: 35% of sales teams use AI for real-time customer interaction guidance, 10-20% conversion uplift from real-time coaching, 26% reduction in rep ramp time.

— Critical assessment: real-time guidance during calls impairs rep focus and conversation quality; reps find prompts distracting when frequency too high; interviews with 30+ sales leaders.

— Product-GA announcement: Sales Opportunity Agent and Recommended Actions agentic features, signaling shift toward autonomous real-time guidance and deal decision orchestration.

— Microsoft partner technical documentation. Explicitly describes Delta-first guidance in Sales Close Agent providing precise AI suggestions on which actions move deals forward.

— Vendor product page: real-time deal guidance and meeting assistance as core AI-driven sales intelligence capabilities, with trigger-based alerts for deal risks and opportunities.

— Revenue.io's Moments™ platform delivers real-time coaching notifications during live sales calls with phrase-triggered alerts and objection handling.

— Vendor documentation of real-time guidance deployment at ServiceNow (8,000 sellers, 50% onboarding time reduction) with in-call prompt strategies and flagging buyer sentiment triggers.

— Survey of 2,056 business leaders showing 58% of enterprises stalling AI projects due to trust deficits in data security; directly relevant adoption barriers for sales AI deployment.

— Critical assessment of real-time AI coaching deployment failures: 87% of sales reps miss quotas; documents setup misalignment, data quality gaps, and insufficient change management as barriers.

— Analyst market report segments real-time call coaching as 28% market share and fastest-growing segment due to enterprise SDR automation and ramp time compression.

— Analysis of operationalization barriers preventing real-time guidance deployment: workflow invisibility, incentive misalignment, data readiness gaps; adoption stalls beyond pilot phase.

— Real-time call coaching deployment showing 4.2× faster ramp and 78% first-month quota attainment; AI detects buyer sentiment, flags signals, and whispers playbook responses during calls.

— Market evolved from post-call analysis to real-time in-call guidance; conversation intelligence platforms (Gong, Chorus, Clari) achieve 84% predictive accuracy; sales enablement market $4.2-6.6B in 2025 with 17-22% CAGR.

— Critical assessment: real-time coaching 'still early' with execution challenges; reps describe frequent prompts as distracting, generic suggestions as useless; practice-then-perform model (AI roleplay before calls) produces more reliable results.

— Microsoft MSX global sales team deployed Copilot at scale: 6x user increase in 2 weeks, 89% of prompts triggered by contextual guidance, 400k+ annual interactions across direct sellers and partner resellers.

— Market transition from post-call 'autopsy' to real-time assistance (HUD model); critical latency requirement: <2 seconds to maintain conversation flow; real-time AI also automates CRM field capture during calls, transforming rep from data-entry role to dealmaker.

— Three-layer real-time architecture: Listen (transcription <500ms), Analyze (context matching <200ms), Guide (display <1s total); documented use cases show 15-25% objection conversion lift, 40-60% more discovery questions, 10-20% deal size improvement.

— Just-in-time enablement identified as defining 2026 trend: real-time battle cards and dynamic talk tracks surface during active calls; top teams enable scenario simulation and AI-driven role play combined with in-call availability.

— Critical analysis: pull-based systems fail during live calls due to cognitive load (working memory handles ~4 items); push-based real-time guidance automatically surfaces positioning when competitors mentioned or objections raised.

— Based on 350+ call analysis, deals with real-time coaching interventions close at 2.3× the rate of uncoached calls; AI catches buying signals in 3-8 seconds, surfaces objection responses in real-time, flags close windows via tone/pacing.

— Revenue.io launches AI Generative Scorecards for real-time sales performance evaluation during calls, automating objective feedback on discovery, objection handling, and closing with custom role-based scoring.

— Critical evaluation of Revenue.io's real-time coaching maturity and adoption barriers: highlights effectiveness for objection handling but documents limitations including Salesforce lock-in, audio reliability issues, and complex integration.

— Comprehensive enterprise guide covering real-time conversation guidance as part of converged forecasting and autonomous agent ecosystem, with vendor comparisons and ROI playbooks; notes governance challenges.

— Industry analysis of AI sales tools in 2026 cites MIT research showing 95% of companies see zero measurable AI ROI, and documents real-time coaching convergence with forecasting and autonomous agents amid persistent adoption challenges.

— Independent verified case study of Poised deployment across Eventbrite, Scoop, and other orgs showing real-time feedback during meetings with actionable communication coaching and measurable confidence/performance gains.

— Practitioner analysis predicting shift toward real-time decision orchestration and live coaching, but emphasizes adoption barriers and documents MIT research that 95% of AI spending produces zero measurable ROI.

— Clari + Salesloft report reveals 64% of revenue roles not using full AI tool capabilities; uneven AI adoption costing $56B annually, with generational divides in tool utilization and performance outcomes.

— Podcast analysis identifies that 95% of enterprise AI pilots represent zero P&L impact; structural barriers include 'Admin Drag', integration complexity, and misalignment between tool capabilities and usage patterns.

— Critical assessment documents implementation failures in AI sales coaching: setup misalignment, data quality gaps, goal misalignment, insufficient training, and wrong success metrics—evidence of persistent adoption barriers.

— Real-time coaching analytics improve coaching effectiveness by up to 70% and manager productivity by 60%; quantifies measurable ROI for real-time guidance implementation at scale.

— Analysis documents that 70-85% of AI deployments fail to meet expectations and only 1% of U.S. companies scaled AI beyond pilots; signals persistent structural barriers to real-time guidance adoption.

— Microsoft's scenario guide for building AI-powered sales conversation training agents via Copilot Studio; simulates real-time interactions with instant feedback, expanding tooling maturity for in-conversation support.

— CTO Magazine analysis warns of AI vendor lock-in risks in sales tools, noting that platform over-dependence becomes technically and financially prohibitive; signals emerging concern about real-time guidance platform dependencies.

— Scorchsoft's SalesChamp Live delivers real-time AI coaching during calls with visual alerts and messaging compliance checks; signals new entrant vendor activity in real-time guidance space.

— Microsoft's 2025 Wave 1 release plan advances Dynamics 365 Sales with expanded AI-driven features including real-time conversation intelligence and manager feedback tools for sales coaching.

— Revenue.io launches Prompt Favorites feature enabling sales teams to save and instantly reuse effective prompts during live conversations, improving consistency and guidance accuracy.

— Business+AI consulting report details AI sales guide agents with claimed outcomes: 30-50% faster ramp time, 15-25% conversion lift, 20-30% shorter sales cycles from real-time in-call coaching.

— Salesken ranked #1 real-time coaching solution delivering AI-powered real-time sales assistance and cues/prompts during calls for objection handling and deal navigation.

— Poised provides real-time feedback during meetings and presentations with speech analysis and professional guidance, integrating seamlessly with Teams and Zoom for live communication support.

— Revenue.io deployment across 100+ customers (HPE, Nutanix, AWS, others) demonstrates real-time guidance adoption at scale; 84% likeliness to recommend, 98% plan to renew, 75% satisfaction on ROI.

— Industry analysis identifies persistent CRM implementation failure patterns: lack of internal support, underestimated cultural change, poor project leadership—highlighting organizational adoption barriers for advanced CRM features including real-time guidance.

— CallMiner reports 87% of CX leaders believe generative AI is key to customer experience strategy and 91% believe AI will optimize CX—signaling broad organizational shift toward AI-guided conversation support.

— ValueSelling Associates expands eValuePrompter real-time guidance tool to support Dynamics 365, enabling AI-guided sales methodology integration inside CRM for in-call prompt delivery.

— Revenue.io reports live conversation guidance enables reps to overcome objections, ask right questions, deliver compliance messages, and use contextual content—with higher quota attainment and pipeline growth outcomes.

— Revenue.io launches Revenue AI combining prospect engagement, intent, rep behavior, account and opportunity data with generative AI for deeper insights and intuitive real-time interactions during deal reviews.

— DLA Piper study documents AI project halt rate (48%) with primary blockers being data privacy (48%), data ownership governance (37%), and customer concerns; signals persistent adoption barriers for AI-driven sales tools.

— Named org (Ernst & Young) deployment of Dynamics 365 Sales with Copilot for Sales across 100,000+ professionals globally; reports enhanced collaboration and AI-generated real-time guidance on next steps.

— Microsoft Copilot for Sales confirms GA with real-time feedback, coaching, and objection handling tips; priced at $50/user/month for Dynamics 365 add-on, signaling market-ready product deployment.

— Forrester identifies real-time revenue execution platforms optimizing in-call guidance and post-call analysis; Observe.AI recognized for real-time agent guidance capabilities in conversation intelligence.

— Microsoft launches unified Copilot for Sales side panel in Teams providing contextual CRM data and real-time tips during customer meetings (GA April 15, 2024), advancing in-call guidance integration.

— Zime AI deployment across Bureau Inc. and Versa Networks demonstrates real-time coaching automation with quantified outcomes: 1-hour daily time savings per rep and 50% reduction in coaching time investment.

— Balanced critical assessment identifies AI sales drawbacks: human connection limitations, dependence on data accuracy, risks of replacing judgment with automation, and mismatch with conversational selling approaches.

— Industry panel discussion highlights persistent adoption barriers: vendors mature but customers lack readiness, technical understanding, and organizational preparation for AI implementation at scale.

— Microsoft community reports reveal regional deployment complexities in Sales Copilot rollout with temporary outages and geo-specific enablement issues, signaling real-world implementation challenges.

— Microsoft releases real-time conversation guidance features in Dynamics 365 Sales 2023 wave 1, delivering 'insights and tips based on past interactions' during customer calls with extended third-party telephony integration.

— Independent product review confirms Salesken delivers real-time conversation analysis and live suggestions to reps during calls for navigating objections and delivering competitive responses.

— Independent analyst research identifies organizational AI governance gaps including 'shadow AI' proliferation, lack of model risk oversight, and moral hazard from over-reliance on unvalidated AI recommendations.

— Revenue.io RingDNA Live delivers real-time notes to reps during active calls for performance improvement, demonstrating in-call guidance automation at scale for remote sales teams.

— Outreach launches real-time conversation intelligence with live battlecards, enabling sellers to receive contextual competitive guidance during meetings and accelerating new rep ramp-up.

— Salesken documents named customer deployments across healthcare, banking, and ed-tech showing 60% conversion lift, 200%+ productivity gains, and 10% CAC reduction from AI-powered real-time guidance.

— Salesken achieves #1 ranking on G2 Relationship Index and Emotional Footprints Awards with 327 user reviews (score 9.93), signaling significant 2023 adoption momentum for real-time sales guidance.

— HBR analysis finds 42% of companies use CRM only for storage and most aren't leveraging sales technology effectively, highlighting adoption barriers for AI-guided selling tools.

— Microsoft expands Dynamics 365 Sales real-time guidance with sellers receiving suggested talking points, competitive battle cards, and pricing details during Teams calls.

— Industry guide outlines real-time seller guidance and one-to-one coaching needs, positioning vendors like Revenue.io as automating capture and insight generation for in-the-moment decisions.

— Revenue.io launches AI-powered real-time conversation coaching product combining guidance with meeting intelligence for Microsoft Teams.

— Revenue.io's platform delivers real-time next-best-action prompts and AI-powered call alerts during customer interactions, with reported 25% improvement in forecast accuracy.

— Zendesk survey of 3,000+ CRM decision-makers shows only 27% have conversational sales capabilities despite 75% recognizing need for personalized digital conversations.

— Revenue.io's Moments product (launched 2021) shows 77% adoption rate among new customers post-launch, with Forrester and Gartner analyst recognition as real-time guidance leader.

— ACL workshop paper identifies fundamental challenges in evaluating conversational AI systems, highlighting methodological barriers to assessing real-time guidance effectiveness.

— Microsoft Dynamics 365 Sales launches real-time conversation intelligence integrated with Teams meetings (GA April 2022), enabling in-call guidance for sales reps.

— Practitioner criticism of voice assistant quality and conversational AI reliability surfaces technical and user adoption barriers for speech-dependent real-time guidance.

— Salesken details real-time coaching capabilities including objection handling assistance and sentiment analysis, demonstrating product feature maturity in early 2022.

— Gartner analyst prediction signals expected mainstream adoption of AI-guided selling (including real-time guidance) as standard practice by 2025.

2026

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2022