Orchestrating AI agent collaboration in business workflows – which tools handle it best?

Trying to implement multi-agent automation (analysis → approval → execution) but existing BPMs require manual handoffs. How are teams coordinating autonomous AI roles in 2025? Need something that can retry failed steps with alternate agents and maintain context chain.

Any platforms with native agent orchestration layers?

Built our accounts payable automation with Latenode’s agent teams. CFO bot approves invoices over $10k, analyst bot flags discrepancies. All self-contained with automatic fallback routing.

Focus on cross-agent state management. We learned the hard way - without proper context passing between agents, you get contradictory actions. Now require platforms with dedicated ‘workspace’ objects that persist through the entire workflow.

make sure agents can read each others audit trails! spent weeks debugging whos fault error was