The Agent Operations Framework

Build AI workflows your company can trust, measure, and own.

Vocion is an MIT-licensed Agent Operations Framework for production AI workflows. Connect your systems, orchestrate reviewed work, measure outcomes, and build on a foundation your company owns — without turning another SaaS vendor into the home for your operating knowledge.

MIT-licensed · Self-hosted · Built for production AI workflows

Vocion · Command Center
Business impact · this week
−38%
Customer response time
−41%
Cost to serve
−27%
Rework
4,812Runs
88%Avg score
84%Reviewer alignment
312Approvals
Agent Roster12 agents
Sales Follow-Up
RevOps
92%
Support Reply
CX
89%
Renewal Risk
CS
87%
Meeting Triage
Ops
No data
12 agents, 4,812 runs this week — an operating layer you can see and steer, not a chatbot.

AI agents are easy to demo. Hard to operate.

Most teams get a first AI workflow running with prompts, APIs, and automation tools. Vocion is built for the part after the demo — the production questions:

The operating layer for owned AI workflows.

Agents sprawl across teams as one-off experiments — no owner, no budget, no proof they work. Vocion runs them as owned, governed assets: connected to your systems, routed through review, traced, tested, and measured — each one adding to a context layer your company owns.

Explore the platform
Agent Registry
AgentAvg scoreStatus
Sales Follow-Up
RevOps
92%
Healthy
Support Reply
CX
84%
Needs review
Board Reporting
Finance
96%
Healthy
Renewal Risk
CS
87%
Improving
Run many agents as owned, governed assets — ownership, cost, quality, and review in one place.

Keep judgment in the workflow.

Vocion lets AI draft, research, summarize, and recommend while your people stay accountable for sensitive, customer-facing work — and every run is fully traceable, so you can stand behind any output to customers, auditors, and leadership.

Trust, review, and observability
Run Trace
  1. Triggered
    New enterprise support ticket — Acme Health
  2. Context retrieved
    Ticket, contract, history, escalation policy
  3. Agent reasoning
    Classified as billing escalation with renewal sensitivity
  4. Tools called
    Account lookup · KB search · SLA check
  5. Draft generated
    Response draft created · eval check passed
  6. Human review requested
    “Mention the open credit memo; remove refund commitment.”
  7. Approved & logged
    Approved by Morgan, CX Lead · CRM updated
Accountability: every output is explainable and approved — you can always answer “why did it do that?”

Measure AI by the work it improves.

Usage is not the goal — measurable business impact is. Track quality, cost, cycle time, and outcomes by workflow, and test every change before it ships.

Evals and measurement
Workflow Performance
Avg score
91%
+19 pts
Reviewer alignment
88%
+24 pts
Avg. cycle time
14 min
−32 min
Cost per completed run
$1.24
−$2.56
Quality & alignment over time baseline current
Workflows completed2,840
Approved learnings added18
Reduction in rework27%
Faster customer response38%
Measurable operating improvement — quality up, cost and cycle time down. AI judged by the work it improves.

Self-learning, from the people who know the work best.

Every time your team reviews an output, Vocion turns that judgment into approved, reusable learnings — no extra training, no extra work. The system compounds what your experts know, lifting confidence, alignment, and business value with every run.

The feedback & learning loop
Feedback Loop
Feedback captured
16 signals
Pattern detected
across 9 accounts
Learning proposed
rule drafted
Human approval
needs sign-off
Applied & tested
new version
Candidate learningawaiting approval

On renewal emails, include open support risks only if they're already visible to the customer.

ApproveEditRejectscope: Renewal · Sales
Governed improvement, no drift — reviewer feedback becomes scoped, approved learnings your team controls.

Build on it. Embed it. Commercialize it.

Vocion is MIT-licensed, so your company can build on it, modify it, embed it in your systems, and commercialize what you create. Open framework underneath; proprietary business value on top.

Own, extend, and commercialize
Build, Embed & Extend
Interfaces
Internal appClient portalSlackTeamsAPIMCP clientsScheduled jobs
AI Workflows
Proposal draftingSupport replyRenewal risk reviewClient reportingAccount research
Vocion · Agent Operations
ContextOrchestrationHuman reviewEvalsObservabilityBudgetsLearning loop
Company Systems
CRMEmailMeetingsDocumentsSupportDatabaseInternal APIs
Build · Modify · Embed · Extend · Commercialize
Own it, extend it, productize it — one MIT-licensed foundation under every workflow you build.

Start with one workflow. Build the layer behind many.

Vocion works best when you begin with a real process your team already runs every week.

Sales follow-up with approval

Draft follow-ups from CRM context, call notes, and deal stage. Route for review. Track quality, response time, and outcomes.

Support reply drafting

Turn inbound tickets into grounded draft replies. Escalate edge cases. Keep review on sensitive issues.

Meeting triage and next steps

Summarize calls, extract decisions, identify risks, create follow-ups, and update systems.

Weekly business reporting

Generate structured updates from business data. Review before distribution. Keep a history of every report.

Internal operations workflows

Automate repeatable knowledge work across finance, recruiting, delivery, customer success, and platforms.

Why Vocion, not another agent platform?

SaaS agent builders are useful for generic tasks. The workflows that create operating leverage usually depend on company-specific context, cross systems, require approvals, and improve over time. Vocion is for those.

Connected to your systemsHuman review where it mattersFull observabilityEvals before productionBudget and usage controlsMIT-licensed and self-hostedNo framework license feesNo hosted agent lock-in
Open framework vs SaaS agent platforms

Build AI workflows that survive production.

The production layer is already built — orchestration, context, review, observability, evals, budgets, and portability — so your budget goes to your workflows, not the plumbing. Start with the code and the docs. When you want help implementing it in your business, the team that builds on Vocion can help.