Commerce, Attribution, and Human-in-the-Loop Automation
This release wave delivered native Stripe commerce workflows, server-side attribution infrastructure, stronger security controls, and safer HITL agent execution.

Mid-February focused on turning Firebuzz into a more complete revenue execution platform by connecting payments, attribution, and controlled AI-assisted automation.
Native Commerce Workflows with Stripe and Revenue Visibility
Firebuzz now includes deep Stripe workflow support, campaign-level payment configuration, checkout infrastructure, and dedicated revenue analytics views. Teams can orchestrate payment-linked customer journeys without rebuilding commerce plumbing outside the platform.
This release also reinforced the underlying execution stack for higher-volume real-time operation.
Attribution Infrastructure for Meta and Google Ads
We introduced a full CAPI-focused pipeline with improved conversion mapping and attribution context handling. Form tracking also moved further server-side, reducing dependency on fragile client-side event implementations and improving event consistency across campaign flows.
With stronger attribution primitives, teams can connect campaign activity to outcomes with better signal quality.
Where to find it
- Revenue analytics:
Campaign -> Analytics -> Revenue(/campaigns/[id]/analytics) - Attribution mapping: campaign flow panel conversion mappings dialog
- HITL interactions: campaign and workflow agent tool cards in chat panels
Human-in-the-Loop Agent Control and Safer AI Execution
HITL tools were upgraded so agent flows can pause, collect structured user input, and resume in-context with less conversation noise. Campaign-level workflow agent capabilities also expanded with direct-apply and validation improvements, tightening the loop from suggestion to execution.
On the model side, Gemini 3.1 Pro Preview replaced Gemini 3 Pro Preview with backward compatibility, alongside reliability fixes for multi-turn tool-call flows and safer tool error handling in UI.
What this unlocks in practice
- Commerce and automation can be managed together instead of split across disconnected tools.
- Attribution quality improves with stronger server-side event handling and mapping workflows.
- HITL flows let teams keep approval and control loops while still benefiting from fast agent execution.
What this unlocks
You can now run closer-to-revenue campaign automations with stronger attribution signal and tighter human control over AI-driven changes.
Highlights
- Stripe commerce integration with workflow actions, checkout infrastructure, and revenue analytics surfaces.
- Security-hardening wave aligned with stricter production requirements.
- Server-side form tracking and improved conversion-attribution pipeline for ad platforms.
- HITL workflow enhancements for structured clarification and next-step decisions.
- Campaign agent improvements for direct workflow changes and inline validation.
- Gemini 3.1 Pro Preview rollout with improved multi-turn tool-call reliability.






