AI Changelog

AI Changelog

A dated record of changes to Business Initiative’s AI-related policies, tools, content systems, and reference documents.


2026-03-23 — Credibility Documentation Suite Launch

Scope: Full rollout of 9 credibility and AI reference documents.

New public pages:

  • /trust/ — Trust & Transparency
  • /methodology/ — Methodology
  • /accuracy-and-corrections/ — Accuracy & Corrections
  • /sources/ — Sources Index
  • /ai-use-policy/ — AI & Model Use Policy
  • /calculator-validation/ — Calculator Validation

New repository-root reference files:

  • ai-agent-guidelines.md — Operational rules for LLM agents and automated systems
  • llms-full.txt — Expanded machine-readable site reference
  • AI_CHANGELOG.md — This file

Navigation updates:

  • Footer updated with “Trust & Policies” link cluster.
  • Cross-links added to existing Disclaimer and Editorial Process pages.
  • llms.txt updated with “Additional Reference Documents” section.

Why: To provide transparent, verifiable documentation of Business Initiative’s data practices, AI usage, editorial standards, and correction processes for both human visitors and AI systems.


Scope: Full audit of all URLs in llms.txt.

Changes:

  • Fixed 20 broken/outdated URLs (comparison pages, calculator slugs, LLC guide paths).
  • Updated numeric claims to current counts (101+ tools, 1,100+ articles, 29,000+ directory pages).
  • Aligned category page URLs to canonical /section/... paths.
  • Updated stats section to reference verified source index pages.

Why: Ensure AI systems referencing llms.txt use correct, canonical URLs and accurate site metrics.


2026-03-20 — Section Page Filter Chips Overhaul

Scope: All /section/... category pages, /statistics/ hub, /tools/ hub.

Changes:

  • Replaced auto-generated keyword chips (which produced irrelevant tokens like dates and common words) with curated, section-relevant filter chips defined in _data/section_filters.yml.
  • Aligned tools hub color scheme with statistics hub (#0063A0 primary, #629E2D secondary).
  • Added count badges to section page chips matching statistics hub pattern.

Why: Improve content discoverability and filter relevance across all hub and section pages.


Add new entries at the top of this file in reverse chronological order.