{
  "generated_at": "2026-05-30T15:43:01.088Z",
  "publication": "GTM Wire",
  "description": "The current GTM action agenda across recent AI briefs.",
  "lanes": [
    "AI search and ads",
    "GTM operations",
    "RevOps systems"
  ],
  "items": [
    {
      "title": "GTM AI Is Moving Into Systems Of Work",
      "date": "2026-05-28",
      "lane": "GTM operations",
      "owner": "RevOps with channel owners",
      "workflow": "AI workflow governance across GTM systems",
      "first_test": "Run one AI-assisted workflow for one week with a named owner and approval loop, then ship, stop, or expand",
      "metric": "Accepted outputs, rejected outputs, rework rate, and qualified pipeline impact",
      "human_review": "Budget, routing, segmentation, CRM writes, customer-facing claims, and external messages",
      "review_label": "Budget, routing, segmentation, CRM writes.",
      "brief_path": "briefs/2026-05-28-agentic-gtm-systems.html",
      "evidence_path": "evidence/2026-05-28-agentic-gtm-systems.html",
      "related_workflows": [
        {
          "title": "AI-Built Workflow Verification Protocol",
          "url": "https://gtmwire.com/workflows/ai-built-workflow-verification-protocol.html",
          "lane": "GTM operations"
        },
        {
          "title": "CRM Data Readiness For AI Agents",
          "url": "https://gtmwire.com/workflows/crm-data-readiness-for-ai-agents.html",
          "lane": "RevOps systems"
        },
        {
          "title": "Agentic Commerce Offer Readiness",
          "url": "https://gtmwire.com/workflows/agentic-commerce-offer-readiness.html",
          "lane": "Commerce and conversion"
        }
      ],
      "brief_url": "https://gtmwire.com/briefs/2026-05-28-agentic-gtm-systems.html",
      "evidence_url": "https://gtmwire.com/evidence/2026-05-28-agentic-gtm-systems.html"
    },
    {
      "title": "Ads, AEO, CRM Agents, and Agent Infrastructure",
      "date": "2026-05-28",
      "lane": "RevOps systems",
      "owner": "RevOps or GTM systems owner",
      "workflow": "Buyer-question capture, AEO review, CRM approval, or agent-enabled GTM task",
      "first_test": "Run one narrow workflow for one week with inputs, tools, state, approval, and output, then ship, stop, or expand",
      "metric": "Qualified intent, page improvement, field completeness, time saved, and accepted output rate",
      "human_review": "Ads, page updates, CRM changes, external messages, and workflow outputs",
      "review_label": "Ads, page updates, CRM changes, external.",
      "brief_path": "briefs/2026-05-28.html",
      "evidence_path": "evidence/2026-05-28.html",
      "related_workflows": [
        {
          "title": "CRM Data Readiness For AI Agents",
          "url": "https://gtmwire.com/workflows/crm-data-readiness-for-ai-agents.html",
          "lane": "RevOps systems"
        },
        {
          "title": "AI GTM Approval Matrix",
          "url": "https://gtmwire.com/workflows/ai-gtm-approval-matrix.html",
          "lane": "RevOps systems"
        },
        {
          "title": "AI Agent ROI Ledger",
          "url": "https://gtmwire.com/workflows/ai-agent-roi-ledger.html",
          "lane": "RevOps systems"
        }
      ],
      "brief_url": "https://gtmwire.com/briefs/2026-05-28.html",
      "evidence_url": "https://gtmwire.com/evidence/2026-05-28.html"
    },
    {
      "title": "RevOps Owns The AI Workflow Boundary",
      "date": "2026-05-28",
      "lane": "RevOps systems",
      "owner": "RevOps",
      "workflow": "AI workflow boundary and permission review",
      "first_test": "Run one connector permission matrix or CRM data readiness gate for one week, then ship, stop, or expand",
      "metric": "Data readiness pass rate, approved suggestions, rejected suggestions, and traffic quality",
      "human_review": "Acceptance criteria, CRM writes, connector access, excluded pages, and external outputs",
      "review_label": "Acceptance criteria, CRM writes, connector.",
      "brief_path": "briefs/2026-05-28-revops-governance.html",
      "evidence_path": "evidence/2026-05-28-revops-governance.html",
      "related_workflows": [
        {
          "title": "CRM Data Readiness For AI Agents",
          "url": "https://gtmwire.com/workflows/crm-data-readiness-for-ai-agents.html",
          "lane": "RevOps systems"
        },
        {
          "title": "AI GTM Approval Matrix",
          "url": "https://gtmwire.com/workflows/ai-gtm-approval-matrix.html",
          "lane": "RevOps systems"
        },
        {
          "title": "Lead Routing Approval Loop",
          "url": "https://gtmwire.com/workflows/lead-routing-approval-loop.html",
          "lane": "RevOps systems"
        }
      ],
      "brief_url": "https://gtmwire.com/briefs/2026-05-28-revops-governance.html",
      "evidence_url": "https://gtmwire.com/evidence/2026-05-28-revops-governance.html"
    },
    {
      "title": "Google's Ads stack shifts toward agentic marketing workflows",
      "date": "2026-05-28",
      "lane": "AI search and ads",
      "owner": "Demand gen",
      "workflow": "AI-assisted paid search launch",
      "first_test": "Run one high-volume campaign for seven days with three reviewed AI-drafted variants, then ship, stop, or expand",
      "metric": "Launch time, CTR, CVR, and qualified pipeline from the test",
      "human_review": "Ad copy, claims, landing page match, compliance risk, and budget changes",
      "review_label": "Ad copy, claims, landing page match.",
      "brief_path": "briefs/2026-05-28-here-s-how-ai-is-rebuilding-the-foundation-of-modern-marketing.html",
      "evidence_path": "evidence/2026-05-28-here-s-how-ai-is-rebuilding-the-foundation-of-modern-marketing.html",
      "related_workflows": [
        {
          "title": "AI Search Ads Readiness Audit",
          "url": "https://gtmwire.com/workflows/ai-search-ads-readiness-audit.html",
          "lane": "AI search and ads"
        },
        {
          "title": "AI Max Migration Control Plan",
          "url": "https://gtmwire.com/workflows/ai-max-migration-control-plan.html",
          "lane": "AI search and ads"
        },
        {
          "title": "AI Search Page Refresh",
          "url": "https://gtmwire.com/workflows/ai-search-page-refresh.html",
          "lane": "AI search and ads"
        }
      ],
      "brief_url": "https://gtmwire.com/briefs/2026-05-28-here-s-how-ai-is-rebuilding-the-foundation-of-modern-marketing.html",
      "evidence_url": "https://gtmwire.com/evidence/2026-05-28-here-s-how-ai-is-rebuilding-the-foundation-of-modern-marketing.html"
    },
    {
      "title": "Four AI Transitions GTM Teams Need To Operationalize",
      "date": "2026-05-28",
      "lane": "GTM operations",
      "owner": "RevOps with paid media and support leads",
      "workflow": "AI GTM operating controls",
      "first_test": "Run one ROI ledger or migration control table for one week, then ship, stop, or expand",
      "metric": "Cost per accepted outcome, conversion quality, rework, and approval rejection rate",
      "human_review": "Completion quality, spend shifts, offer accuracy, CRM state, and customer-facing messages",
      "review_label": "Completion quality, spend shifts, offer.",
      "brief_path": "briefs/2026-05-28-gtm-ai-ops.html",
      "evidence_path": "evidence/2026-05-28-gtm-ai-ops.html",
      "related_workflows": [
        {
          "title": "AI-Built Workflow Verification Protocol",
          "url": "https://gtmwire.com/workflows/ai-built-workflow-verification-protocol.html",
          "lane": "GTM operations"
        },
        {
          "title": "CRM Data Readiness For AI Agents",
          "url": "https://gtmwire.com/workflows/crm-data-readiness-for-ai-agents.html",
          "lane": "RevOps systems"
        },
        {
          "title": "Agentic Commerce Offer Readiness",
          "url": "https://gtmwire.com/workflows/agentic-commerce-offer-readiness.html",
          "lane": "Commerce and conversion"
        }
      ],
      "brief_url": "https://gtmwire.com/briefs/2026-05-28-gtm-ai-ops.html",
      "evidence_url": "https://gtmwire.com/evidence/2026-05-28-gtm-ai-ops.html"
    },
    {
      "title": "AI Is Compressing GTM Response Windows",
      "date": "2026-05-28",
      "lane": "GTM operations",
      "owner": "RevOps with demand gen, sales, or customer operations lead",
      "workflow": "AI-assisted response window for one high-intent buyer action",
      "first_test": "Run one response-window test for seven days, then ship, stop, or expand based on accepted output and conversion quality",
      "metric": "Baseline last 7 days versus response time, accepted AI output rate, conversion quality, and rework",
      "human_review": "Pricing, claims, routing exceptions, and customer-facing commitments before scale",
      "review_label": "Pricing, claims, routing exceptions.",
      "brief_path": "briefs/2026-05-28-google-intercom-compress-gtm-response-windows.html",
      "evidence_path": "evidence/2026-05-28-google-intercom-compress-gtm-response-windows.html",
      "related_workflows": [
        {
          "title": "AI-Built Workflow Verification Protocol",
          "url": "https://gtmwire.com/workflows/ai-built-workflow-verification-protocol.html",
          "lane": "GTM operations"
        },
        {
          "title": "CRM Data Readiness For AI Agents",
          "url": "https://gtmwire.com/workflows/crm-data-readiness-for-ai-agents.html",
          "lane": "RevOps systems"
        },
        {
          "title": "Lead Routing Approval Loop",
          "url": "https://gtmwire.com/workflows/lead-routing-approval-loop.html",
          "lane": "RevOps systems"
        }
      ],
      "brief_url": "https://gtmwire.com/briefs/2026-05-28-google-intercom-compress-gtm-response-windows.html",
      "evidence_url": "https://gtmwire.com/evidence/2026-05-28-google-intercom-compress-gtm-response-windows.html"
    },
    {
      "title": "Google Ads Asset Studio moves from creative tool to live test workflow",
      "date": "2026-05-28",
      "lane": "AI search and ads",
      "owner": "Paid Media Manager",
      "workflow": "Google Ads creative generation and A/B testing",
      "first_test": "Run one campaign for one week with three AI-generated message angles, then ship, stop, or expand",
      "metric": "Compare the baseline week to the test week on CTR, conversion rate, and qualified lead rate",
      "human_review": "Brand and legal approval before launch",
      "review_label": "Brand and legal approval before launch",
      "brief_path": "briefs/2026-05-28-asset-studio-is-entering-a-new-era-of-ai-powered-creativity.html",
      "evidence_path": "evidence/2026-05-28-asset-studio-is-entering-a-new-era-of-ai-powered-creativity.html",
      "related_workflows": [
        {
          "title": "AI Max Migration Control Plan",
          "url": "https://gtmwire.com/workflows/ai-max-migration-control-plan.html",
          "lane": "AI search and ads"
        },
        {
          "title": "AI Search Ads Readiness Audit",
          "url": "https://gtmwire.com/workflows/ai-search-ads-readiness-audit.html",
          "lane": "AI search and ads"
        },
        {
          "title": "AI Search Page Refresh",
          "url": "https://gtmwire.com/workflows/ai-search-page-refresh.html",
          "lane": "AI search and ads"
        }
      ],
      "brief_url": "https://gtmwire.com/briefs/2026-05-28-asset-studio-is-entering-a-new-era-of-ai-powered-creativity.html",
      "evidence_url": "https://gtmwire.com/evidence/2026-05-28-asset-studio-is-entering-a-new-era-of-ai-powered-creativity.html"
    },
    {
      "title": "AI Search Ads Need A Readiness Audit",
      "date": "2026-05-28",
      "lane": "AI search and ads",
      "owner": "Demand gen with RevOps support",
      "workflow": "AI search ads readiness audit",
      "first_test": "Run one campaign family for seven days with capped spend, then ship, stop, or expand",
      "metric": "Qualified conversion rate and downstream opportunity quality",
      "human_review": "Campaign brief, landing page fit, claims, exclusions, and budget cap",
      "review_label": "Campaign brief, landing page fit, claims.",
      "brief_path": "briefs/2026-05-28-ai-search-ads.html",
      "evidence_path": "evidence/2026-05-28-ai-search-ads.html",
      "related_workflows": [
        {
          "title": "AI Search Ads Readiness Audit",
          "url": "https://gtmwire.com/workflows/ai-search-ads-readiness-audit.html",
          "lane": "AI search and ads"
        },
        {
          "title": "AI Max Migration Control Plan",
          "url": "https://gtmwire.com/workflows/ai-max-migration-control-plan.html",
          "lane": "AI search and ads"
        },
        {
          "title": "AI Search Page Refresh",
          "url": "https://gtmwire.com/workflows/ai-search-page-refresh.html",
          "lane": "AI search and ads"
        }
      ],
      "brief_url": "https://gtmwire.com/briefs/2026-05-28-ai-search-ads.html",
      "evidence_url": "https://gtmwire.com/evidence/2026-05-28-ai-search-ads.html"
    }
  ]
}