Keep-customer swarm · Review Response Agent · Cs-agent-assist skill · Published June 1, 2026
Per-store CS context co-pilot for multi-location operators
Salesforce Service Cloud, Zendesk, Freshdesk, ServiceNow Customer Service Management, HubSpot Service Hub, Intercom, Front, Help Scout, Gorgias, Kustomer, Gladly, Hatch, Pylon, Mavin, Numa, NICE CXone, Genesys Cloud, Five9, Talkdesk ship per-platform CS-help-desk primitives. The cs-agent-assist skill on the review-response agent — running per-portfolio per-store per-CS-agent per-customer per-channel per-touchpoint real-time per-store-context surfacing + per-cross-system-aggregation + per-per-channel-context-adaptation + per-per-CS-agent-suggestion-routing + per-policy-validation + per-portfolio audit-trail at multi-location-CS-operator scale — is operator-side architecture above the per-platform primitive.
What this skill closes
- Per-store context spec across per-operational-context (hours + holiday-spec + time-zone + wait-time + service-backlog + staffing-headcount + equipment-status + cleaning-cycle + temperature) + per-personnel-context (manager-on-duty + manager-contact + shift-staff-list + recent-staff-changes) + per-marketing-context (active-promotions + active-coupons + active-loyalty-offers + corporate-takeover-window + recent-promotion-history + active-email-campaign + active-SMS-campaign + active-social-campaign) + per-customer-context (recent-purchase-history + loyalty-tier-cross-banner-equivalence + LTV-tier + last-interaction + NPS-CSAT-history + open-cases + VIP-flag + saved-payment-method) + per-reputation-context (recent-reviews-rolling-30-day + recent-review-sentiment + recent-review-themes + recent-incidents-72-hour + reputation-score + recent-PR-mentions) + per-inventory-context (real-time-inventory + low-stock + out-of-stock + incoming-shipment + back-order) + per-geography-context (service-area + delivery-radius + current-weather + current-local-event + current-traffic).
- Real-time context resolution + caching — per-store-hours rolling-1-hour + per-staffing rolling-5-minute + per-equipment rolling-1-minute + per-inventory rolling-30-second + per-promotion rolling-1-hour + per-reviews rolling-15-minute + per-customer real-time + per-Redis + per-Memcached + per-TTL + per-staleness-detection.
- Per-touchpoint detection + context injection — per-ticket-opened + per-chat-initiated + per-call-incoming + per-email-received + per-SMS-received + per-social-mention + per-store-identification (ticket-tag + chat-tag + tracking-number-mapping + email-from-domain + SMS-short-code + social-mention-tag) + per-customer-identification (CRM + email + phone + loyalty-ID + cross-banner-identity-resolution) + per-CS-system-injection (Zendesk Sidebar + Salesforce Lightning + Front Plugin + Intercom Inbox + Help Scout App + Gorgias Macro + Kustomer Card + Gladly Card + Five9 Agent Desktop + NICE CXone Agent Desktop + Talkdesk Agent Workspace).
- Per-channel context adaptation — per-phone (conversational format + hours-vs-promotion-vs-wait-time priority) + per-chat (bullets + recent-reviews-vs-promotion-vs-inventory) + per-email (detailed + purchase-history-vs-loyalty-vs-NPS) + per-SMS (compressed + callback-link-vs-promotion-vs-coupon) + per-social (summary + recent-reviews-vs-incidents-vs-crisis).
- Per-CS-agent suggestion routing — per-LLM-suggested-response + per-RAG-store-context-injection + per-brand-voice-anchoring + per-vertical-compliance-overlay + per-suggested-refund + per-suggested-discount + per-suggested-replacement + per-suggested-escalation + per-suggested-callback + per-suggested-loyalty-tier-upgrade + per-policy-validation (refund + discount + escalation) + per-confidence-scoring + per-borderline-routing-to-supervisor.
- Cross-system aggregation — per-identity-resolution (email + phone + loyalty-ID + payment-token + deterministic-vs-probabilistic) + per-record-merge (Zendesk + Salesforce + HubSpot + Klaviyo + Postscript + loyalty + POS) + per-conflict-resolution + per-data-freshness-tracking + per-master-record-emission + per-event-stream-aggregation.
- Per-portfolio audit-trail — every context fetch, every touchpoint detection, every store-identification, every customer-identification, every context-injection, every per-CS-agent-suggestion logged.
Why per-vendor-Zendesk-canonical-corporate-knowledge-base-canonical-single-account breaks at multi-location-CS-operator scale
Per-vendor-Zendesk-canonical-corporate-knowledge-base-canonical-single-account ships per-account per-ticket per-corporate-macro per-corporate-canned-response primitive. Per-vendor-Salesforce-Service-Cloud + Freshdesk + ServiceNow + HubSpot-Service-Hub + Intercom + Front + Help-Scout + Gorgias + Kustomer + Gladly + Hatch + Pylon + Mavin + Numa + NICE-CXone + Genesys-Cloud + Five9 + Talkdesk-canonical-single-account ship per-vendor per-native CS-help-desk primitives.
At 1-location-1-corporate-knowledge-base scale per-account per-ticket per-corporate-macro primitive is enough. At 200-location-cross-channel-cross-system scale per-CS-agent-canonical-alt-tab-across-8-systems (per-Zendesk-ticket + per-Salesforce-customer-record + per-knowledge-base + per-store-system-hours-manager + per-POS-inventory + per-loyalty-tier-status + per-review-platform-recent-reviews + per-promotion-system-active-promotions) + per-canonical-customer-frustration-store-context-blind + per-canonical-canned-response-not-matched-store-context.
Per-canonical-resolution-time-5-to-12-minutes-per-ticket-vs-1-to-3-minute-target + per-CSAT-decline-7-to-22-percent + per-FCR-First-Call-Resolution-decline + per-CS-agent-burnout-turnover-spike + per-cross-channel-context-fragmentation (per-phone-no-recent-chat-context + per-chat-no-phone-call-history + per-email-no-loyalty-tier + per-SMS-no-cart-history).
Per-canonical-per-store-context-surfacing-blind + per-canonical-per-customer-history-resolution-blind + per-canonical-per-channel-context-adaptation-blind + per-canonical-cross-system-aggregation-blind + per-canonical-per-CS-agent-suggestion-routing-blind + per-canonical-per-context-recency-tracking-blind. Per-canonical-per-store-context-spec-load + per-real-time-context-resolution + per-per-touchpoint-context-injection + per-per-customer-history-resolution + per-cross-system-aggregation + per-per-CS-agent-suggestion-routing is operator-side architecture above per-vendor per-corporate-knowledge-base primitive.
What is in market today
Per-platform per-CS-help-desk
Salesforce Service Cloud, Zendesk, Freshdesk, ServiceNow Customer Service Management, HubSpot Service Hub, Intercom, Front, Help Scout, Gorgias, Kustomer (Meta), Gladly. Per-account per-ticket per-corporate-macro per-corporate-canned-response. Per-canonical-per-store-canonical-context-surfacing-canonical-real-time-canonical-multi-system is not the primitive.
Per-platform per-conversational-CS
Hatch (text-to-book), Pylon, Mavin, Numa, Drift Conversational SMS, Intercom Conversational SMS, Podium, Birdeye Messaging, Texty Pro, Houzz Pro Messaging. Per-account per-conversation per-template. Per-canonical-per-store-canonical-context-canonical-real-time-canonical-injection is not the primitive.
Per-platform per-contact-center
NICE CXone, Genesys Cloud, Five9, Talkdesk, Avaya OneCloud, 8x8 Contact Center, RingCentral Contact Center, Aircall, Dialpad, Cisco Webex Contact Center, Vonage Contact Center, Mitel, Zoom Contact Center, GoTo Contact Center, AmazonConnect, Twilio Flex. Per-account per-queue per-call-event. Per-canonical-cross-channel-canonical-context-canonical-adaptation + per-cross-system-aggregation is not the primitive.
Per-platform per-conversational-AI-co-pilot
Forethought, Ada Support, Tymeshift (Zendesk), Ultimate.ai (Zendesk), Cognigy, Yellow.ai, Drift Conversational AI, Intercom Fin, Salesforce Einstein Bots, ServiceNow Now Assist. Per-account per-ticket per-AI-suggestion. Per-canonical-per-CS-agent-canonical-suggestion-canonical-routing-canonical-store-context-aware + per-policy-validation is not the primitive.
How the architecture is set up
- Per-portfolio per-canonical-per-store-canonical-context-API-substrate. Per-store-hours-API + per-staffing-API + per-equipment-API + per-Yext-Knowledge-Graph + per-Salesforce-Data-Cloud + per-HubSpot-Custom-Objects + per-POS-API + per-loyalty-platform-API + per-review-platform-API + per-promotion-platform-API + per-inventory-API + per-weather-API + per-traffic-API canonical-multi-API.
- Per-portfolio per-canonical-per-store-canonical-context-spec. Per-operational + per-personnel + per-marketing + per-customer + per-reputation + per-inventory + per-geography canonical-context-attribute.
- Per-portfolio per-canonical-per-store-canonical-context-real-time-refresh-cadence. Per-hours-1-hour + per-staffing-5-minute + per-equipment-1-minute + per-inventory-30-second + per-promotion-1-hour + per-reviews-15-minute + per-customer-real-time + per-Redis + per-Memcached + per-TTL + per-staleness-detection.
- Per-portfolio per-canonical-per-touchpoint-detection. Per-ticket-opened + per-chat-initiated + per-call-incoming + per-email-received + per-SMS-received + per-social-mention canonical-touchpoint.
- Per-portfolio per-canonical-per-touchpoint-canonical-store-canonical-identification. Per-ticket-store-tag + per-chat-store-tag + per-call-tracking-number-mapping + per-email-from-domain + per-SMS-short-code + per-social-mention-store-tag.
- Per-portfolio per-canonical-per-touchpoint-canonical-customer-canonical-identification. Per-CRM-lookup + per-email-lookup + per-phone-lookup + per-loyalty-ID-lookup + per-cross-banner-identity-resolution canonical-customer-identification.
- Per-portfolio per-canonical-cross-system-canonical-aggregation. Per-Zendesk + per-Salesforce-Service-Cloud + per-HubSpot + per-Klaviyo + per-Postscript + per-loyalty + per-POS canonical-cross-system-merge + per-deterministic-vs-probabilistic-match.
- Per-portfolio per-canonical-cross-system-canonical-customer-canonical-master-record-emission. Per-conflict-resolution + per-data-freshness-tracking + per-master-record-emission + per-event-stream-aggregation.
- Per-portfolio per-canonical-per-channel-canonical-context-canonical-priority-spec. Per-phone-canonical-store-hours-vs-promotion-vs-wait-time + per-chat-canonical-recent-reviews-vs-promotion-vs-inventory + per-email-canonical-purchase-history-vs-loyalty-vs-NPS + per-SMS-canonical-callback-link-vs-promotion-vs-coupon + per-social-canonical-recent-reviews-vs-incidents-vs-crisis canonical-priority.
- Per-portfolio per-canonical-per-channel-canonical-context-canonical-format-spec + per-CS-system-injection. Per-phone-conversational + per-chat-bullets + per-email-detailed + per-SMS-compressed + per-social-summary + per-Zendesk-Sidebar + per-Salesforce-Lightning + per-Front-Plugin + per-Intercom-Inbox + per-Help-Scout-App + per-Gorgias-Macro + per-Kustomer-Card + per-Gladly-Card + per-Five9-Agent-Desktop + per-NICE-CXone-Agent-Desktop + per-Talkdesk-Agent-Workspace.
- Per-portfolio per-canonical-per-CS-agent-canonical-suggested-response-drafting. Per-LLM-suggested-response + per-RAG-store-context-injection + per-brand-voice-anchoring + per-vertical-compliance-overlay canonical-suggested-response.
- Per-portfolio per-canonical-per-CS-agent-canonical-suggested-action-canonical-routing. Per-refund + per-discount + per-replacement + per-escalation + per-callback + per-loyalty-tier-upgrade + per-policy-validation + per-confidence-scoring + per-borderline-routing-to-supervisor.
- Per-portfolio audit-trail + per-CMO-dashboard-rollup. Per-context-fetch + per-touchpoint-detection + per-store-identification + per-customer-identification + per-context-injection + per-suggested-response + per-suggested-action + per-CMO-dashboard-rollup.
Frequently asked questions
What is per-store CS context co-pilot for multi-location operators?
Per-store CS context co-pilot runs per-portfolio per-store per-CS-agent per-customer per-channel per-touchpoint per-canonical-per-store-canonical-context-canonical-spec-canonical-load + per-canonical-real-time-canonical-context-canonical-resolution + per-canonical-per-touchpoint-canonical-context-canonical-injection + per-canonical-per-customer-canonical-history-canonical-resolution + per-canonical-per-channel-canonical-context-canonical-adaptation + per-canonical-cross-system-canonical-aggregation + per-canonical-per-CS-agent-canonical-suggestion-canonical-routing + per-canonical-per-context-canonical-recency-canonical-tracking + per-portfolio audit-trail. Per-canonical-per-store-canonical-context-canonical-spec runs per-canonical-store-hours-canonical-OpeningHoursSpecification + per-canonical-store-SpecialOpeningHoursSpecification-canonical-per-holiday + per-canonical-store-time-zone + per-canonical-store-current-wait-time + per-canonical-store-service-backlog + per-canonical-manager-on-duty-canonical-current-shift + per-canonical-manager-on-duty-canonical-contact + per-canonical-recent-reviews-rolling-30-day + per-canonical-recent-review-sentiment + per-canonical-current-promotions-canonical-active-window + per-canonical-current-coupons-canonical-active + per-canonical-store-inventory-canonical-real-time + per-canonical-store-loyalty-program-canonical-tier-status + per-canonical-store-photo-canonical-recent + per-canonical-store-service-area + per-canonical-recent-incidents-canonical-72-hour-window + per-canonical-recent-equipment-status + per-canonical-recent-store-news + per-canonical-customer-recent-purchase-canonical-history + per-canonical-customer-loyalty-tier + per-canonical-customer-LTV-tier + per-canonical-customer-last-interaction + per-canonical-customer-open-cases + per-canonical-customer-NPS-CSAT-history per-canonical-store-context-spec. The per-platform per-CS-help-desk category includes Salesforce Service Cloud, Zendesk, Freshdesk, ServiceNow Customer Service Management, HubSpot Service Hub, Intercom, Front, Help Scout, Gorgias, Kustomer (Meta), Gladly. The per-platform per-conversational-CS category includes Hatch (text-to-book), Pylon, Mavin, Numa, Drift Conversational SMS, Intercom Conversational SMS, Podium, Birdeye Messaging, Texty Pro, Houzz Pro Messaging. The per-platform per-contact-center category includes NICE CXone, Genesys Cloud, Five9, Talkdesk, Avaya OneCloud, 8x8 Contact Center, RingCentral Contact Center, Aircall, Dialpad, Cisco Webex Contact Center, Vonage Contact Center, Mitel, Zoom Contact Center, GoTo Contact Center, AmazonConnect, Twilio Flex. The per-platform per-knowledge-base category includes Zendesk Guide, Salesforce Knowledge, HubSpot Knowledge Base, Freshdesk Knowledge Base, Document360, Stonly, Bloomfire, Guru, Stack Overflow Teams, Notion AI, Slab, Tettra. The per-platform per-conversational-AI-co-pilot category includes Forethought, Ada Support, Tymeshift (Zendesk), Ultimate.ai (Zendesk), Cognigy, Yellow.ai, Drift Conversational AI, Intercom Fin, Salesforce Einstein Bots, ServiceNow Now Assist. The cs-agent-assist skill on the review-response agent (1 of the bundle on review-response in the keep-customer swarm alongside per-canonical-sentiment-concern-classification + per-canonical-brand-voice-constrained-response-drafting + per-canonical-crisis-detection-escalation + per-canonical-auto-publish-threshold-gating + per-canonical-post-crisis-SEO-reputation-repair) — running per-portfolio per-store per-CS-agent per-customer per-channel per-touchpoint real-time per-store-context-canonical-surfacing + per-portfolio audit-trail at multi-location-CS-operator scale — is operator-side architecture above the per-platform per-CS-help-desk + per-conversational-CS + per-contact-center + per-knowledge-base + per-conversational-AI-co-pilot primitive.
Why does per-vendor-Zendesk-canonical-corporate-knowledge-base-canonical-single-account break down at multi-location-CS-operator scale?
Per-vendor-Zendesk-canonical-corporate-knowledge-base-canonical-single-account ships per-account per-ticket per-corporate-macro per-corporate-canned-response primitive. Per-vendor-Salesforce-Service-Cloud + per-Freshdesk + per-ServiceNow + per-HubSpot-Service-Hub + per-Intercom + per-Front + per-Help-Scout + per-Gorgias + per-Kustomer + per-Gladly + per-Hatch + per-Pylon + per-Mavin + per-Numa + per-NICE-CXone + per-Genesys-Cloud + per-Five9 + per-Talkdesk-canonical-single-account ship per-vendor per-native CS-help-desk primitives. At 1-location-1-corporate-knowledge-base scale per-account per-ticket per-corporate-macro primitive is enough. At 200-location-cross-channel-cross-system scale per-CS-agent-canonical-alt-tab-across-8-systems (per-Zendesk-canonical-ticket + per-Salesforce-canonical-customer-record + per-knowledge-base + per-store-system-canonical-hours-manager + per-POS-system-canonical-inventory + per-loyalty-system-canonical-tier-status + per-review-platform-canonical-recent-reviews + per-promotion-system-canonical-active-promotions per-canonical-8-system-alt-tab) + per-canonical-customer-frustration-canonical-store-context-blind + per-canonical-canned-response-canonical-not-matched-canonical-store-context + per-canonical-resolution-time-canonical-5-to-12-minutes-per-ticket-canonical-vs-1-to-3-minute-target + per-canonical-CSAT-canonical-decline-canonical-7-to-22-percent + per-canonical-FCR-First-Call-Resolution-canonical-decline + per-canonical-CS-agent-canonical-burnout-canonical-turnover-canonical-rate-canonical-spike + per-canonical-cross-channel-canonical-context-canonical-fragmentation (per-phone-channel-canonical-no-recent-chat-context + per-chat-channel-canonical-no-phone-call-history + per-email-channel-canonical-no-loyalty-tier + per-SMS-channel-canonical-no-cart-history per-canonical-cross-channel-fragmentation). Per-canonical-per-store-canonical-context-surfacing-blind (per-store-hours-blind + per-store-manager-on-duty-blind + per-store-current-wait-time-blind + per-store-service-backlog-blind + per-recent-reviews-blind + per-current-promotions-blind + per-store-inventory-blind + per-store-loyalty-tier-blind + per-recent-incidents-blind + per-equipment-status-blind per-canonical-store-context-blind) + per-canonical-per-customer-canonical-history-canonical-resolution-blind + per-canonical-per-channel-canonical-context-canonical-adaptation-blind + per-canonical-cross-system-canonical-aggregation-blind + per-canonical-per-CS-agent-canonical-suggestion-canonical-routing-blind + per-canonical-per-context-canonical-recency-canonical-tracking-blind. Per-vendor-Zendesk + Salesforce-Service-Cloud + Freshdesk + ServiceNow + HubSpot-Service-Hub + Intercom + Front + Help-Scout + Gorgias + Kustomer + Gladly + Hatch + Pylon + Mavin + Numa + NICE-CXone + Genesys-Cloud + Five9 + Talkdesk ship per-vendor per-corporate-knowledge-base primitive. Per-canonical-per-store-canonical-context-spec-load + per-canonical-real-time-context-resolution + per-canonical-per-touchpoint-context-injection + per-canonical-per-customer-history-resolution + per-canonical-cross-system-aggregation + per-canonical-per-CS-agent-suggestion-routing is operator-side architecture above per-vendor per-corporate-knowledge-base primitive.
What does per-portfolio per-canonical-per-store-canonical-context-canonical-spec do?
Per-portfolio per-canonical-per-store-canonical-context-canonical-spec runs per-portfolio per-canonical-per-store-canonical-real-time-context-canonical-attribute-canonical-load. Per-canonical-store-operational-canonical-context-attribute (per-store-hours-OpeningHoursSpecification + per-SpecialOpeningHoursSpecification-per-holiday + per-store-time-zone + per-store-current-wait-time-Yelp-Waitlist-OpenTable + per-store-service-backlog-real-time + per-store-current-staffing-headcount + per-store-equipment-status-canonical-online-offline-maintenance + per-store-cleaning-cycle-status + per-store-current-temperature per-canonical-operational-context) + per-canonical-store-personnel-canonical-context-attribute (per-manager-on-duty-current-shift + per-manager-on-duty-contact-phone-email-Slack + per-current-shift-staff-list + per-recent-staff-changes per-canonical-personnel-context) + per-canonical-store-marketing-canonical-context-attribute (per-current-active-promotions + per-current-active-coupons + per-current-active-loyalty-offers + per-current-active-corporate-takeover-window + per-recent-promotion-history + per-current-email-campaign + per-current-SMS-campaign + per-current-social-campaign per-canonical-marketing-context) + per-canonical-store-customer-canonical-context-attribute (per-customer-recent-purchase-history + per-customer-loyalty-tier-cross-banner-equivalence + per-customer-LTV-tier + per-customer-last-interaction-timestamp + per-customer-NPS-CSAT-history + per-customer-open-cases + per-customer-VIP-flag + per-customer-saved-payment-method per-canonical-customer-context) + per-canonical-store-reputation-canonical-context-attribute (per-recent-reviews-rolling-30-day + per-recent-review-sentiment-distribution + per-recent-review-themes + per-recent-incidents-72-hour-window + per-current-online-reputation-score + per-recent-PR-mentions per-canonical-reputation-context) + per-canonical-store-inventory-canonical-context-attribute (per-store-current-inventory-real-time + per-store-low-stock-alert + per-store-out-of-stock-list + per-store-incoming-shipment + per-store-back-order per-canonical-inventory-context) + per-canonical-store-geography-canonical-context-attribute (per-store-service-area + per-store-delivery-radius + per-store-current-weather + per-store-current-local-event + per-store-current-traffic-conditions per-canonical-geography-context). Per-portfolio audit-trail.
How does per-portfolio per-canonical-real-time-canonical-context-canonical-resolution + per-canonical-per-touchpoint-canonical-context-canonical-injection work?
Per-portfolio per-canonical-real-time-canonical-context-canonical-resolution runs per-portfolio per-canonical-per-store-canonical-context-canonical-API-canonical-substrate-canonical-ingestion (per-store-hours-API + per-store-staffing-API + per-store-equipment-API + per-Yext-Knowledge-Graph + per-Salesforce-Data-Cloud + per-HubSpot-Custom-Objects + per-POS-API + per-loyalty-platform-API + per-review-platform-API + per-promotion-platform-API + per-inventory-API + per-weather-API + per-traffic-API per-canonical-multi-API-substrate) + per-canonical-per-store-canonical-context-canonical-real-time-canonical-refresh-canonical-cadence (per-store-hours-rolling-1-hour + per-staffing-rolling-5-minute + per-equipment-rolling-1-minute + per-inventory-rolling-30-second + per-promotion-rolling-1-hour + per-reviews-rolling-15-minute + per-customer-rolling-real-time per-canonical-refresh-cadence) + per-canonical-per-store-canonical-context-canonical-caching-canonical-spec (per-Redis-cache + per-Memcached-cache + per-TTL-spec per-canonical-caching) + per-canonical-per-store-canonical-context-canonical-staleness-canonical-detection. Per-canonical-per-touchpoint-canonical-context-canonical-injection runs per-portfolio per-canonical-per-touchpoint-canonical-detection (per-ticket-opened + per-chat-initiated + per-call-incoming + per-email-received + per-SMS-received + per-social-mention per-canonical-touchpoint-detection) + per-canonical-per-touchpoint-canonical-store-canonical-identification (per-ticket-canonical-store-tag + per-chat-canonical-store-tag + per-call-canonical-tracking-number-mapping + per-email-canonical-from-domain + per-SMS-canonical-short-code + per-social-canonical-mention-store-tag per-canonical-store-identification) + per-canonical-per-touchpoint-canonical-customer-canonical-identification (per-CRM-lookup + per-email-lookup + per-phone-lookup + per-loyalty-ID-lookup + per-cross-banner-identity-resolution per-canonical-customer-identification) + per-canonical-per-touchpoint-canonical-context-canonical-injection-canonical-into-CS-system (per-Zendesk-Sidebar-App + per-Salesforce-Service-Cloud-Lightning-Component + per-Front-Plugin + per-Intercom-Inbox-App + per-Help-Scout-App + per-Gorgias-Helpdesk-Macro + per-Kustomer-Card + per-Gladly-Card per-canonical-CS-system-injection). Per-portfolio audit-trail.
What does per-portfolio per-canonical-per-channel-canonical-context-canonical-adaptation + per-canonical-per-CS-agent-canonical-suggestion-canonical-routing do?
Per-portfolio per-canonical-per-channel-canonical-context-canonical-adaptation runs per-portfolio per-canonical-per-channel-canonical-context-canonical-priority-canonical-spec (per-phone-channel-canonical-store-hours-vs-promotion-vs-wait-time-canonical-priority + per-chat-channel-canonical-recent-reviews-vs-promotion-vs-inventory + per-email-channel-canonical-purchase-history-vs-loyalty-vs-NPS + per-SMS-channel-canonical-callback-link-vs-promotion-vs-coupon + per-social-channel-canonical-recent-reviews-vs-incidents-vs-crisis per-canonical-per-channel-priority) + per-canonical-per-channel-canonical-context-canonical-format-canonical-spec (per-phone-canonical-conversational + per-chat-canonical-bullets + per-email-canonical-detailed + per-SMS-canonical-compressed + per-social-canonical-summary per-canonical-context-format) + per-canonical-per-channel-canonical-CS-system-canonical-injection-canonical-method (per-Zendesk-Sidebar-App + per-Intercom-Inbox-App + per-Five9-Agent-Desktop + per-NICE-CXone-Agent-Desktop + per-Talkdesk-Agent-Workspace per-canonical-CS-system-method). Per-canonical-per-CS-agent-canonical-suggestion-canonical-routing runs per-portfolio per-canonical-per-CS-agent-canonical-suggested-canonical-response-canonical-drafting (per-LLM-canonical-suggested-response + per-RAG-canonical-store-context-injection + per-brand-voice-canonical-anchoring + per-vertical-compliance-canonical-overlay per-canonical-suggested-response) + per-canonical-per-CS-agent-canonical-suggested-canonical-action-canonical-routing (per-suggested-refund + per-suggested-discount + per-suggested-replacement + per-suggested-escalation + per-suggested-callback + per-suggested-loyalty-tier-upgrade per-canonical-suggested-action) + per-canonical-per-CS-agent-canonical-policy-canonical-validation (per-refund-policy-validation + per-discount-policy-validation + per-escalation-policy-validation per-canonical-policy-validation) + per-canonical-per-CS-agent-canonical-confidence-canonical-scoring + per-canonical-per-CS-agent-canonical-borderline-canonical-routing-canonical-to-supervisor. Per-portfolio audit-trail.
What does per-portfolio per-canonical-cross-system-canonical-aggregation + per-review-response-agent-canonical-bundle do?
Per-portfolio per-canonical-cross-system-canonical-aggregation runs per-portfolio per-canonical-cross-system-canonical-customer-canonical-identity-resolution (per-email + per-phone + per-loyalty-ID + per-payment-token + per-deterministic-vs-probabilistic-match per-canonical-identity-resolution) + per-canonical-cross-system-canonical-customer-canonical-record-canonical-merge (per-Zendesk-customer-record + per-Salesforce-Service-Cloud-record + per-HubSpot-record + per-Klaviyo-profile + per-Postscript-profile + per-loyalty-record + per-POS-record per-canonical-cross-system-merge) + per-canonical-cross-system-canonical-conflict-canonical-resolution-canonical-policy + per-canonical-cross-system-canonical-data-canonical-freshness-canonical-tracking + per-canonical-cross-system-canonical-customer-canonical-master-record-canonical-emission + per-canonical-cross-system-canonical-customer-canonical-event-canonical-stream-canonical-aggregation. Per-review-response-agent-canonical-bundle integrates the cs-agent-assist skill with sibling skills on the same agent: per-canonical-sentiment-concern-classification (skill sibling — classifies customer sentiment and concern for context routing) + per-canonical-brand-voice-constrained-response-drafting (skill sibling — drafts response using brand-voice spec) + per-canonical-crisis-detection-escalation (skill sibling — detects crisis and escalates) + per-canonical-auto-publish-threshold-gating (skill sibling — gates auto-publish via confidence-threshold) + per-canonical-post-crisis-SEO-reputation-repair (skill sibling — repairs SEO + reputation after crisis). Per-portfolio audit-trail.
Engage the review-response agent
Per-portfolio per-store per-CS-agent per-customer per-channel per-touchpoint real-time per-store-context surfacing + per-cross-system-aggregation + per-per-channel-context-adaptation + per-per-CS-agent-suggestion-routing + per-policy-validation + per-portfolio audit-trail shipped as the orchestration layer above your existing per-CS-help-desk + per-conversational-CS + per-contact-center + per-knowledge-base + per-conversational-AI-co-pilot primitive.