AI agent pricing is beginning to move from consumption to outcomes
Resolution-based billing brings Agentforce costs closer to delivered value, but it requires clear definitions of success, quality and human escalation.
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One agent or many? A new map for multi-agent architectures
SOMA separates complex domains across specialist agents while preserving one conversational front door.
Flow testing evolves to validate outcomes, not just paths
Assertions and test suites help admins prove that automation produced the expected state before production.
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AgentforceRight-sized models cut cost and latency in Agentforce
Intent routing reserves larger models for hard tasks and uses lighter options for predictable work.
PlatformAgentforce helps admins investigate sharing configuration
Natural-language queries make it faster to discover who can see a record, why and which rules need review.
CareersThe next generation of builders blends curiosity, AI and storytelling
Early in a career, learning quickly, asking better questions and communicating decisions can matter as much as mastering tools.
BusinessAgentforce Commerce bets on intent-driven discovery
Agents connect discovery, catalog, inventory, orders and service to turn conversations into commercial action.
Data CloudSalesforce and Databricks expand trusted data for agents
Integrations strengthen Zero Copy, federated identity, governance and cross-platform data discovery.