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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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AgentforceNewHow data teams can scale without working more hours
Standardization, self-service and reporting agents remove repetitive work and protect analysts’ time for strategy.
AgentforceNewThe path toward agents that learn from their own outcomes
Evaluation and improvement loops can turn real usage into better performance — if every change remains verifiable and reversible.
AgentforceRight-sized models cut cost and latency in Agentforce
Intent routing reserves larger models for hard tasks and uses lighter options for predictable work.