Understand the current system
Start with the existing process, interfaces, data, and operational constraints.
Platform & technology
Air Raid systems built around the work.
Air Raid designs and builds practical software, automation, integrations, and client-facing tools. The platform choices support that service promise with careful architecture, explicit data movement, testing, and deployment discipline.
Technology is a means, not the product story.
We choose the architecture around the job to be done, the systems involved, and the level of control the operation needs.
The systems behind the service
Choose the boundary that makes the workflow dependable.
Air Raid uses the tools below where they fit the system being built. The stack follows the workflow; it does not dictate it.
Products
Quantum Contact for customer operations and the Air Raid Power Dialer for communication when those Air Raid-built components fit the solution.
Application layer
Firebase, Firestore, Cloud Functions, APIs, webhooks, dashboards, and custom web applications for the customer-facing and internal workflow.
Communication
Twilio Voice and SMS where configured, with caller controls, delivery behavior, and human review appropriate to the deployment.
Infrastructure
Cloud Run, Docker, GitHub Actions, deployment checks, rollback paths, logs, and secrets boundaries that keep releases observable.
Controls
Tenant-aware access controls, signed service-to-service tokens, automated tests, and explicit failure paths around the system’s important boundaries.
AI in the right place
Let AI interpret. Let the system own the truth.
AI can help with interpretation, research, drafting, and proposals. Canonical data, credentials, execution, risk gates, and stage-specific state remain deterministic and reviewable.
- Clear inputs and bounded responsibilities.
- Human review where meaning or consequence matters.
- Deterministic code for canonical records and execution.
- Observable failure paths instead of silent assumptions.
The platform question
What should the system know, what should it decide, and where should a person stay in the loop?
Build and release discipline
Test the useful path and the uncomfortable edges.
Technical credibility matters because clients have to live with the system after launch.
Prove behavior before launch
Use focused checks for routes, data shapes, failure handling, and customer-visible interactions.
Keep the result maintainable
Document the boundary, watch the deployed behavior, and make the next change easier to evaluate.