Wire status: online & connected Print register: #75, A.I. age Audit retrieval: secure Re-ink dispatches
Extra Standard Edition Extra
GTM Weather WarningCloudbursts of unfiltered AI change forecast over revenue territory. Operators prepare source trails.
GTM Wire
Circulation NoticeDelivered by electronic dispatch tube. Accounts payable in hard bullion.

The industrious voice of go-to-market and revenue mechanics in the silicon sea

Vol. CLXII • No. 27 Miami, Florida - Saturday, May 30, 2026 Daily Edition • $0.15

Workflow

Support Conversation Deflection Scorecard

For Support ops, CS ops, RevOps, or customer experience leader when an AI support agent resolves, escalates, or drafts responses for customer conversations. The workflow produces valid deflection, false deflection, and escalation quality. Success means deflection rate increases without increasing reopen rate, escalation delay, refund risk, or negative sentiment.

LaneSupport and lifecycle
OwnerSupport ops, CS ops, RevOps, or customer experience leader
Briefs4
Trigger

An AI support agent resolves, escalates, or drafts responses for customer conversations.

Owner
Support ops, CS ops, RevOps, or customer experience leader.
Review
Review customer-facing, CRM, routing, budget, and approval-changing outputs before they ship.
Metric
Deflection rate increases without increasing reopen rate, escalation delay, refund risk, or negative sentiment.

Run it

Operating shape.

Inputs
  • Conversation transcript.
  • Resolution status.
  • Escalation reason.
  • Help center article used.
  • Customer sentiment.
  • Refund or churn risk.
  • Human review outcome.
Outputs
  • Valid deflection.
  • False deflection.
  • Escalation quality.
  • Missing content.
  • Risk flag.
  • Agent improvement backlog.

Steps

Control the first pass.

  1. Sample AI-handled conversations.
  2. Mark whether the resolution actually solved the issue.
  3. Identify cases that should have escalated sooner.
  4. Record missing help content.
  5. Flag churn, refund, or high-value customer risks.
  6. Update agent rules and knowledge base gaps weekly.

Prompt

Starting point.

Score these AI-handled support conversations for valid deflection, false deflection, escalation quality, missing content, sentiment risk, and improvement backlog. Separate safe-to-automate issues from human-required issues.

Related briefs

Why this matters now.

Wire Reports / RevOps systems

RevOps Owns The AI Workflow Boundary

AI is moving from sidecar assistant to active participant in CRM, prospecting, support, search campaigns, and work management. That makes RevOps the natural owner of the workflow boundary: what AI can read, what it can write, when it needs approval, and how the outcome gets measured. HubSpot moved major AI agents toward pricing based on resolved conversations and recommended leads.

Wire Reports / RevOps systems

Ads, AEO, CRM Agents, and Agent Infrastructure

OpenAI is expanding ChatGPT ads with beta self-serve buying, CPC bidding, and measurement while continuing to separate sponsored content from organic answers. Demand gen teams should treat conversational ads as buyer-question capture, not just another display placement. The useful unit is the decision conversation: "what should I buy?", "which tool fits this use case?", or "how do I solve this problem?"

Wire Reports / GTM operations

AI Is Compressing GTM Response Windows

Two different AI updates point to the same GTM shift. Google is pushing shopping closer to AI-assisted discovery and checkout. Intercom argues that AI agents can remove the old wait between a buyer raising a hand and a sales response.

Wire Reports / AI search and ads

AI Search Ads Need A Readiness Audit

Google and OpenAI are moving ads into AI-mediated search and answer surfaces. The immediate GTM question is not whether to move budget. It is whether the team has the inputs needed to test these surfaces without losing control of message, landing page fit, and measurement. OpenAI updated its ad policies on May 26, 2026, adding more detail on placement standards, safeguards, and enforcement. Google announced AI Mode ad formats at Google Marketing Live, including ads that can appear in conversational discovery and recommendation-style answer experiences. Google also said Dynamic Search Ads and related legacy settings will upgrade to AI Max starting in September 2026.