A practical guide to AI adoption across organizations, developed by the Protocols for Business SIG (SIGP4B) at the Protocol Institute. Presents a five-level adoption maturity model from Shadow (L1) to Planetary (L5), each with governed and cultivated tracks. Documents why AI differs from prior technology paradigms: outputs are probabilistic, failure modes shift with model updates, and meaningful gains require architectural redesign—not just tool deployment. Covers pre-pilot readiness, the Play-to-Protocol lifecycle (Discover → Encode → Prove → Harvest), six emerging business activities (Kit Harvesting, Evals, Forward Deployment, Platform Operations, Risk Stewardship, Context Stabilization), and the shift from worker-seconds to production tokens as the management accounting unit. Includes 14 case studies spanning Samsung (L1 exit), Klarna (L2 failure), Amazon/MeshClaw (measurement gaming), Air Canada chatbot liability, Boom Supersonic (L3 success), Walmart EDI (L4 infrastructure cascade), and electrification/containerization/steam as historical analogies. Two Protocol Institute case studies: SIGBIZ AI Discovery Acceleration (L1→L2) and Protocolized visual identity pipeline (L3 Engine). Version 0.5, May 2026.
The Protocol Institute is building itself around AI adoption, using bots like C3PO and Humboldt to handle research discovery and organizational tasks rather than traditional human-led infrastructure. The organization's approach treats AI tool proliferation as a generative process, allowing practical patterns to emerge through experimentation rather than top-down design.
Timber Stinson-Schroff
Timber Lenz, managing director of the Protocol Institute, introduces Season 4 of the town-hall series, which explores the intersection of protocols and artificial intelligence. The season frames AI and protocols as complementary technologies—protocols as infrastructure lattice and AI as the evolutionary vine—inviting researchers and practitioners to examine how these forces interact across industry, government, science, and society.
Timber Lenz
Public sector institutions can escape the false choice between proprietary vendor dependency and expensive in-house development by adopting open protocols, which distribute control across multiple actors and allow governments to understand, participate in, and adapt their digital infrastructure. European governments are increasingly implementing open protocols for messaging, digital ID, and cross-border services as a way to achieve digital sovereignty while reducing both software costs and geopolitical exposure.
Kelly Roegies