diff --git a/docs/business-intelligence/governance-bi-tools.md b/docs/business-intelligence/governance-bi-tools.md
index fa3fed41..4e51bf8f 100644
--- a/docs/business-intelligence/governance-bi-tools.md
+++ b/docs/business-intelligence/governance-bi-tools.md
@@ -16,28 +16,6 @@ version_history:
       - "Current capability assessment"
       - "Short-term and long-term development roadmap"
       - "Research goals and limitations documented"
-
-media_rollout_notes: |
-  IMPORTANT: This is a research prototype demonstrating governance ROI visualization concepts.
-  Before public announcement:
-  - Validate cost calculation methodology with industry data
-  - Add disclaimers about illustrative values
-  - Test with pilot organizations for feedback
-  - Consider peer review of approach
-
-  Timeline considerations:
-  - Blog post planned for early November 2025
-  - UI integration requires careful messaging about prototype status
-  - Media rollout should emphasize research contribution, not commercial tool
-
-strategic_assessment: |
-  CRITICAL INSIGHT: ROI visualization may be the key differentiator for framework adoption.
-  Organizations don't buy "governance frameworks" - they buy incident cost avoidance,
-  compliance evidence, and team productivity metrics. This tool demonstrates how
-  AI governance can be measured and justified to leadership.
-
-  However: Must maintain research integrity. Current cost factors are illustrative
-  placeholders, not validated industry benchmarks.
 ---
 
 # Governance Business Intelligence Tools
@@ -51,13 +29,13 @@ strategic_assessment: |
 
 ## Executive Summary
 
-This document describes a novel approach to **quantifying AI governance framework value** through business intelligence tools. The Tractatus Framework has implemented a research prototype that transforms technical governance metrics into executive-decision-relevant insights including cost avoidance, compliance evidence, and team productivity analysis.
+This document describes a **research prototype** for quantifying AI governance framework value through business intelligence tools. The Tractatus Framework has implemented an experimental system that transforms technical governance metrics into executive-decision-relevant insights including cost avoidance estimates, compliance evidence, and team productivity analysis.
 
-**Key Innovation**: Automatic classification of AI-assisted work by activity type, risk level, and stakeholder impact enables real-time ROI calculation and organizational benchmarking.
+**Research Question**: Can automatic classification of AI-assisted work by activity type, risk level, and stakeholder impact enable meaningful ROI visualization and organizational benchmarking?
 
-**Research Status**: Current implementation demonstrates feasibility. Cost factors are illustrative placeholders requiring validation. Methodology is sound; specific values need organizational customization.
+**Prototype Status**: Current implementation demonstrates technical feasibility. Cost factors are illustrative placeholders requiring validation against real organizational data. The classification methodology is heuristic-based; accuracy depends on organizational customization and empirical validation.
 
-**Strategic Potential**: Early evidence suggests ROI visualization is the critical missing piece for governance framework adoption at scale.
+**Open Research Direction**: Whether ROI visualization addresses adoption barriers for governance frameworks remains an empirical question requiring pilot deployments and comparative studies.
 
 ---