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Multi-Agent Orchestration

Agentic systems

Move from one helpful assistant to a governed system of work

A single assistant can answer a question. A well-designed agent system can divide a business goal into bounded tasks, call approved tools, coordinate specialists, ask for human approval, and finish the work in the systems where it belongs. Altivate designs that operating system around your processes, permissions, and evidence—not around a model demo.

A governed multi-agent operating loop.

  1. Intent: A measurable business goal and a named owner
  2. Orchestrate: Plan work and route it to specialist agents
  3. Act: Use approved tools, APIs, and enterprise workflows
  4. Verify: Check evidence, policy, and outcome before closure

Outcome: Auditable work completed across SAP and the wider enterprise landscape

A GOVERNED MULTI-AGENT OPERATING LOOP01IntentA measurable business goaland a named owner02OrchestratePlan work and route it tospecialist agents03ActUse approved tools, APIs, andenterprise workflows04VerifyCheck evidence, policy, andoutcome before closureAuditable work completed across SAP and the wider enterprise landscape
A governed multi-agent operating loop.
Architecture

What makes an agent system production-grade

Autonomy earns its place only when responsibility, access, and failure behaviour are designed as carefully as reasoning.

One accountable orchestrator

A coordinating agent owns the task state, delegates bounded work, reconciles conflicting outputs, and knows when to stop or escalate.

Specialists with narrow authority

Procurement, finance, service, or supply-chain agents receive only the data and tools required for their role—never broad access by convenience.

Open interoperability

MCP can expose governed tools and context; A2A can let independently built agents discover capabilities and exchange work without hard-wiring every integration.

Durable state and evidence

Every hand-off, source, decision, approval, tool call, and result is traceable so a process can resume safely and an auditor can reconstruct what happened.

Human authority where it matters

Financial commitments, master-data changes, customer communication, and safety-critical actions pause at explicit approval gates with useful context.

Evaluation before autonomy

Scenario suites test tool selection, hand-offs, prompt injection, incomplete work, and recovery paths before an agent receives production permissions.

Delivery

A controlled path from workflow to agent team

The first release should be small enough to govern and valuable enough to measure.

01

Choose a queue, not a slogan

Start with a real backlog—order exceptions, supplier inquiries, service requests, or close activities—and establish cycle time, quality, and cost baselines.

02

Map authority and failure

Define what each agent may read, propose, and execute; where humans approve; how retries behave; and what happens when systems or models disagree.

03

Integrate through governed tools

Expose narrow, typed actions over SAP and adjacent applications with least privilege, idempotency, rate limits, and complete audit logs.

04

Release by earned autonomy

Begin in observe or recommend mode, measure performance on live work, and grant action authority only where the evidence supports it.

Operating model

Match autonomy to business risk

Not every task needs the same control boundary.

ModeWhat the agent doesBest fit
ObserveReads events and assembles context without changing a system.Early warning, triage, compliance monitoring
RecommendProposes an action with sources, confidence, and impact for a person to approve.Planning, exception resolution, high-value decisions
Act with approvalPrepares the transaction and executes only after an authorized confirmation.Supplier changes, customer commitments, finance workflows
Act within policyCompletes low-risk work inside explicit thresholds, budgets, and rollback rules.High-volume routine operations with strong controls
Where it pays

Enterprise workflows suited to coordinated agents

The best candidates cross teams or systems and currently lose time in hand-offs.

Order-to-cash exceptions

Coordinate credit, inventory, pricing, delivery, and customer communication while keeping each decision inside its authority boundary.

Procure-to-pay operations

Resolve requisition, supplier, receipt, invoice, and policy exceptions with evidence attached and approvals routed to the right owner.

Finance close coordination

Track dependencies, investigate variances, gather substantiation, and move issues to the right accountant without obscuring accountability.

Service and IT operations

Triage incidents, correlate system context, propose remediation, and execute reversible runbooks under change-control rules.

Questions

Multi-agent orchestration FAQ

Do we need MCP and A2A to build enterprise agents?

No. They are useful interoperability standards, not business requirements. We use them when they reduce proprietary integration work without weakening authorization, observability, or supportability.

Can agents transact in SAP?

Yes, through approved APIs, workflows, or automation layers with SAP roles, business rules, approval thresholds, and complete logging preserved. Direct unrestricted access is not an acceptable shortcut.

How do we prevent agents from looping or overspending?

Every run receives explicit limits for steps, time, token or transaction cost, retries, and tool scope. Circuit breakers and human escalation stop work when evidence, authority, or expected progress is missing.

Continue exploring

Related AI capabilities

Embedded delivery

Put a governed agent team on one real queue

Altivate’s Forward Deployed AI Engineers work with your process owners and security team to ship the first bounded workflow on your data, in your environment, with the success measure agreed before build starts.

Sources, proof and authorship

Sources for multi-agent orchestration

Use these sources to inspect the underlying guidance, published customer evidence and named analysis. Adjacent proof is labelled explicitly.

Interested?

Get in touch

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