A new category of platform sells governed model routing — a gateway, a sandbox, an audit log. Useful plumbing, and AWS now sells all of it as first-party services. Vocion is the layer those platforms leave empty: the workforce — who the agent is, what it knows, who signed off, and whether it's getting better. Compare the layers before you buy either.
| What an evaluation will score | Vocion | Execution-layer platforms |
|---|---|---|
Named roles with owners and budgets Agents on a roster, like a team — an owner, a budget, a job description | ||
Human review built into the work Approval, revision, and escalation with the reviewer on the record | Partial | |
Learns from your reviewers Feedback becomes approved, versioned know-how — agents improve on your judgment | ||
Performance tested before changes ship Scored eval datasets per agent, run continuously against live work | ||
Your business objects, typed Deals, tickets, accounts as first-class records the agents reason over | ||
Autonomy dial + kill switch Watch / Suggest / Execute per agent, halt instantly without a ticket | ||
Input screening + output masking Injection checks in, PII masking and content filters out — on every run | ||
Model choice with failover A model policy per job with a cost ceiling; no lock-in to one provider | ||
Cost quoted before the run A quality dial and an estimate up front; cost per outcome, not just per token | Partial | |
Full audit trail with dual identity Every side-effect signed by the agent and the approving person | Partial | |
Runs in your cloud account Self-hosted in your AWS — traffic never routes through a vendor control plane | Partial | |
Open source, no platform fee MPL-2.0. The framework, the context, and the audit history are yours |
"Execution-layer platforms" summarizes the gateway-and-sandbox category as its vendors describe themselves. Capabilities vary by vendor; score the one in front of you.
Gateways, sandboxes, and audit logs are real needs — and they are now first-party AWS services (Bedrock, AgentCore, Guardrails, CloudWatch). Vocion stands on those instead of rebuilding them, inside your own account. So the comparison isn't Vocion's plumbing versus theirs. It's whether you also get the workforce layer — the part no infrastructure vendor sells.
Vocion's answers are on this site: the platform is yours (MPL-2.0), reviewer judgment becomes versioned learnings, every run is quoted, data stays in your AWS account, every change runs the evals first, and if you stop paying — everything still works, because there was nothing to pay for the framework.
The open-source Agent Workforce Platform. AI coworkers you can trust with real work — running in your own AWS account, on a foundation your company owns.
MPL-2.0 · Self-hosted · Runs on AWS