From 1f57c13d98b4a5ba2f4e595acc453849c34b09d9 Mon Sep 17 00:00:00 2001 From: TheFlow Date: Mon, 27 Oct 2025 12:17:38 +1300 Subject: [PATCH] docs(bi): sanitize documentation for public consumption MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Removed internal strategic information and reframed claims to align with framework rules (inst_016, inst_017, inst_018). Changes: - Removed frontmatter: media_rollout_notes, strategic_assessment - Removed maturity claims: 'novel approach', 'key innovation' - Removed unsupported claims: 'early evidence suggests', 'critical missing piece' Replaced with: - Research-appropriate language: 'research prototype', 'experimental system' - Empirical framing: 'Research Question: Can...' - Tentative conclusions: 'remains an empirical question' - Validation requirements emphasized throughout Document now appropriate for public consumption while maintaining technical accuracy and research integrity. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude --- .../governance-bi-tools.md | 30 +++---------------- 1 file changed, 4 insertions(+), 26 deletions(-) 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. ---