Agentify real workflows
Turn recurring GTM work into governed, testable systems with explicit operator checkpoints.
MoreProofOperator dossier
John Kipe
GTM AI Systems Builder
I build the systems between an AI promise and a responsible handoff, then document enough evidence for someone else to inspect the decisions.
01
Current post
Senior GTM AI Solutions Lead at Docebo
Since July 2026, my mandate has centered on workflow agentification, rapid validation, AI enablement, and governance across GTM work. These are areas of responsibility, not finished outcome claims.
Prototype and validate
Make the riskiest assumptions visible early through working prototypes and clear evaluation criteria.
Teach and govern
Build shared AI fluency, adoption patterns, and accountability around how systems are used.
02
Operating identity
What stays true across the systems
The stack changes. The accountability model does not.
01
Context is a system input.
Requirements, incentives, operating constraints, and failure costs belong in the architecture before a model does.
See the Transition Readiness system02
Judgment needs a named gate.
Automation should expose the moment a person must review, override, approve, or stop the workflow.
Inspect MotionProof03
Proof belongs beside the claim.
A confident narrative is not evidence. Source, audit, method, and limits should be reachable from the claim they support.
Open the systems ledger04
Handoff is part of the build.
A system is unfinished until another operator can understand its controls, limits, and safe next action.
Review the OpenClaw record03
Public record
Three ways to inspect the work
Published evidence, disclosed simulations, and authored lessons stay distinct so each artifact can be read for what it is.
SYS
Public evidence
Systems
Dossiers for shipped workflows, operating models, and the evidence that supports each public claim.
Inspect the system record →LAB
Simulation
Lab
Interactive, explicitly simulated operating models for exploring judgment, tradeoffs, and system behavior.
Enter the Lab →NOTE
Authored record
Field Notes
Implementation lessons, governance decisions, and reusable observations from the operating edge.
Read the notes →04
Dossier index
Career context and utility views
These routes support the public record. They are references, not the site's primary journey.
EXP
Experience
The dated role record, current mandate, and established outcomes.
RES
Resume
A concise career narrative with capability and delivery context.
CAP
Capabilities
The technical, operational, and GTM systems toolkit behind the work.
ATS
ATS resume utility
A print-friendly application format, intentionally kept outside primary navigation.
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