Most organizations struggle to determine where to begin with AI integration. We help you start safely, learn quickly, and scale confidently.
The first serious investment isn't the model—it's the infrastructure required to make AI participation safe and governable.
Early pilots succeed in isolation but fail when moved closer to real business activity. The cost and risk profile changes dramatically.
Leaders have questions they cannot answer with confidence, or answers arrive weeks later when the moment for action has passed.
Stop starting with AI. Start with the unanswered business question.
Business events are factual state changes that occur inside workflows. They signify something that has happened:
When treated as first-class signals, they form a continuous telemetry feed of organizational activity—without destabilizing core systems.
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Publishers remain unchanged as subscribers evolve. AI participation can begin in passive observation mode.
No early platform build. Minimal change to core systems. Clear rollback by removing subscribers.
AI agents sit outside core systems. They react to events and act only through approved tools with audit trails.
Start within days. Learn under constraint rather than speculation. Authority expands only with evidence.
A SaaS platform designed to publish business events and manage subscriptions to those events.
Start with one operational business event that represents an unanswered question or delayed insight.
Define a minimal event contract and publish the event as a side effect—without changing core systems.
Enable internal recording, add human subscribers, then introduce AI subscribers in observer mode.
Introduce bounded tools through Model Context Protocol. Authority grows only with proven results.
Finance system publishes InvoiceOverdue when threshold is crossed.
Operations queue receives event, opens review task for person to evaluate.
Classifies invoice, summarizes account history, recommends follow-up approach.
Over time, introduce bounded tools: GetInvoiceDetails, DraftReminderEmail, CreateFollowUpTask.
We don't replace your AI tools. We provide the signal layer that makes AI participation safe.
We don't orchestrate workflows. Your operational systems remain authoritative.
Events remain portable. Subscribers remain independent. You maintain full control.
Let's discuss how event-first integration can reduce your AI adoption risk and accelerate learning.