Sentiment Read-Through
Watch for continued Agentforce/service-AI adoption translating into higher software spend, faster seat expansion, or service-margin uplift.
Watch: Follow Salesforce disclosures on AI-agent customer adoption, attach rates, and service-cloud or AI-related revenue contribution.
Evidence: Salesforce reported that customer service organizations using AI agents rose from 39% in 2025 to 66% in 2026
Watch for AI-enabled productivity gains to show up in compensation efficiency, staffing mix, or operating leverage rather than headline revenue.
Watch: Management commentary on analyst hiring, compensation ratio, and headcount productivity over the next several quarters.
Evidence: Goldman Sachs CEO David Solomon said out-of-school hiring may “contract a little” over the next three years as AI changes the work
Prefer firms showing measurable throughput, lower unit costs, or better margins from AI rather than vague adoption claims.
Watch: Evidence that AI deployment improves margins or throughput without creating significant monitoring overhead or incremental cost drag.
Evidence: Tech: still the epicenter

