Playbook Researcher – Internal Tool for Educational Content Generation

An internal AI tool that automates the generation of client-facing educational playbooks by combining information retrieval with structured content generation.

The Playbook Researcher is an internal AI-driven tool developed to support the creation of client-ready educational playbooks. These playbooks serve as instructional resources within the enterprise platform, guiding clients through solution adoption, technical onboarding, and implementation best practices.

The tool performs a lightweight information retrieval step to collect relevant documentation and technical references, and then constructs an outline tailored to the target topic. It follows this outline to do section-by-section generation of playbook content. Additionally, the application embeds custom “cogency check” questions at key points to reinforce comprehension and assess clarity.

This project reflects a systems-level approach to enablement content and combines structured automation with referenced knowledge to scale high-quality client education with minimal manual lift.


  • Uses AI-assisted retrieval to source relevant technical documentation and solution guides
  • Dynamically generates structured outlines and complete playbook drafts from retrieved material
  • Embeds custom “cogency check” questions to validate understanding and improve learning outcomes
  • Streamlines content creation for customer enablement while ensuring technical consistency and reuse

Tools & Stack
Python · Azure OpenAI API · Information Retrieval · Prompt Engineering · Content Structuring Logic


Demo and Access
Internal tool developed for AlignAI’s enterprise product platform. Demo access is proprietary.