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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