Enterprise Search & AI SystemsJames F. Gibbons

Independent systems

Fourteen years turning demand, data, and AI into measurable growth and deployed systems.

Originated, built, governed, deployed.

Targeted Impressions Labs is the studio. SERPRadio is the production proof. VIBEnet is the perception protocol. Constitutional CMS is the governance layer. CMO Soundtrack is a commercial adapter.

One lab, several inspectable proofs

Not read about — inspected

Each system answers the same questions: what it is, what is live, what I personally owned, what it proves, and where you can inspect it.

SERPRadio

Production

The flagship production proof: live NYC flight-market route intelligence you can inspect, not just read about.

What is live
Production — live route-state, airport and corridor views, and source-freshness governance.
What I owned
Product architecture, programmatic publishing, performance, and governance.
What it proves
Concept to governed production system — the model working where it can be inspected.
Inspect at serpradio.com

VIBEnet

Active R&D

The perception protocol: a Signal Contract plus multiple renderers so humans can supervise autonomous systems without dashboard overload.

What is live
Active R&D — protocol, demos, adapters, and developer material live at vibenet.ai.
What I owned
Protocol design, Signal Contract, and reference adapters.
What it proves
Making autonomous system state perceptible — the oversight layer for agentic systems.
Inspect at vibenet.ai

Constitutional CMS

Open source

The governance layer: an open framework for what AI agents may publish, extracted from production publishing systems.

What is live
Open source — reference contracts, validators, and worked examples.
What I owned
The governance model, contract vocabulary, and validation harness.
What it proves
Governing what autonomous systems may publish — discipline as infrastructure.
Inspect at constitutionalcms.com

CMO Soundtrack

Private beta

A commercial adapter exploring how the same signal and timing model translates into operator experience.

What is live
Private beta — waitlist open.
What I owned
Concept, product framing, and the signal-to-experience adapter.
What it proves
The signal architecture generalizing beyond search into commercial experience.
Inspect at cmosoundtrack.com