1
Salesforce harness becomes the enterprise standard for agent governance
Possible
Resolves by Q3 2027
Discussed by: Salesforce's announcement materials and Kumar's model-agnostic framing
Salesforce bundles the harness with Agentforce, MuleSoft, and Data Cloud and lands large enterprise deals. Intelligent model routing and the AI control plane win customers running multiple large language models. Pricing announced closer to general availability, likely early fiscal 2028, will determine how quickly adoption accelerates.
2
Adoption splits as customers mix the harness with rival point tools
Likely
Resolves by End of 2027
Discussed by: diginomica's analysis flagging governance and cost-control gaps in the early formulation
Enterprises already using LangChain, Microsoft Copilot Studio, or Amazon Bedrock for some workloads keep those in place, turning to Salesforce only for CRM-adjacent agents. The harness becomes one layer among several rather than the single control plane Salesforce envisions. Independent analysts will measure whether the harness dominates or merely competes.
3
Harness becomes a neutral orchestrator across rival models
Possible
Resolves by Jan 31, 2028
Discussed by: SiliconANGLE's coverage of intelligent model routing; Salesforce's headless and MCP strategy
Salesforce leans into open standards — Model Context Protocol (MCP) support, routing across third-party models, and headless delivery to Claude, Slack, or Teams. The harness functions as a routing and governance layer for any model, making model choice secondary. The company has said capabilities will extend beyond its own applications into other AI experiences.
4
Security and cost gaps slow the harness rollout
Possible
Resolves by Apr 30, 2027
Discussed by: diginomica's report on Kumar's briefing remarks
Kumar conceded the security and FinOps pieces are not all built. If the unified experience ships in early fiscal 2028 without them, enterprises running regulated workloads may keep their own governance stacks and use the harness only for CRM-adjacent agents. Salesforce says it is working with customers on R&D to align AI costs with enterprise value, and plans a bigger role for Tableau in monitoring the data and AI estate.
5
ServiceNow rivalry defines the agent governance market
Likely
Resolves by End of 2027
Discussed by: TechTarget's coverage of the launch
TechTarget framed the Enterprise AI Harness as Salesforce's latest salvo aimed at ServiceNow, which has been selling its own AI agents. Both vendors pitch themselves as the control layer for enterprise AI. The contest may come down to which installed base trusts its vendor for mission-critical agent workflows.
6
AI Control Plane Market Splits Across Salesforce, ServiceNow, Microsoft, AWS, and SAP
Likely
Resolves by Q2 2027
Discussed by: The AI Economy substack analysis
The AI Economy notes the AI Control Plane functions similarly to ServiceNow's AI Control Tower, Microsoft's Agent 365, Amazon Bedrock AgentCore, and SAP's AI Agent Hub. Enterprises running multiple clouds may adopt several control planes rather than one, with Salesforce winning CRM-adjacent agents and hyperscalers winning their own ecosystems.
7
Dreamforce fails to produce customer proof points
Deadline passed (Q3 2026)
Discussed by: AInvest's market analysis noting the stock's 23% run-up into the conference
The stock ran up 23% into Dreamforce on harness enthusiasm. If the conference produces no named customers, no pricing, and no demonstration of third-party model management, the give-back could accelerate. Kumar has already conceded security and FinOps tooling are unfinished.
