AI for Content Repurposing

How to turn one strong source asset into multiple useful channel-ready outputs without flattening the message, duplicating copy, or losing brand integrity.

March 16, 2026 · 6 min · Michelle

AI for Reconciliations and Month-End Close Support

How to use AI to accelerate reconciliations, break investigation, and close support work without weakening controls, sign-off discipline, or auditability.

March 16, 2026 · 7 min · Michelle

Build an Internal Knowledge Assistant

How to design an internal AI assistant that helps staff find policies, procedures, and operating knowledge without creating a guessing machine.

March 16, 2026 · 7 min · Michelle

Build an LLM-Powered Spreadsheet Assistant

How to design a spreadsheet assistant with safe permissions, table awareness, formula guardrails, and a realistic product scope for business users.

March 16, 2026 · 7 min · Michelle

How to Design Human Review for AI Systems

How to build a risk-tiered human review model so oversight is meaningful, efficient, and matched to business impact rather than added as a vague slogan.

March 16, 2026 · 6 min · Michelle

HR Chatbot Demo

How to position an HR chatbot demo as a controlled policy assistant, what it proves, what it does not prove, and what would be needed before production use.

March 16, 2026 · 7 min · Michelle

LLMs vs Traditional Machine Learning

A practical comparison of large language models and classical machine learning, with guidance on when each approach fits a business problem.

March 16, 2026 · 9 min · Michelle

Prompting, RAG, Fine-Tuning, Workflows, or Agents?

A decision framework for choosing the simplest AI approach that can meet the workflow requirement.

July 30, 2026 · 4 min · Michelle

AI Access Control, Logging, and Retention Policies

How to design access controls, prompt/output logging, and retention rules for AI systems so governance remains practical, auditable, and proportional to risk.

March 16, 2026 · 7 min · Michelle

AI for Audit Requests, PBC, and Workpaper Support

How to use AI to manage audit requests, prepare PBC responses, and support workpaper assembly while preserving traceability, reviewer control, and defensible evidence.

March 16, 2026 · 7 min · Michelle