Human-Guided AI Workflow Experiments

Prompt Labs

This site contains AI workflow systems, behavioral simulations, whitepapers, orchestration experiments, and practical AI-assisted business tools.

Prompt Labs is not just about prompting. It is about reducing ambiguity so humans and AI can work together more reliably.

Featured AI Workflow labs

Professional Services Workflow Labs

Instructional Design Assistant
Helps instructional designers structure learning workflows, gather SME information, identify gaps, and build AI-assisted training strategies.
Change Management Assistant
Guides change managers through stakeholder analysis, communications planning, adoption strategy, and resistance mitigation.
Project Management Assistant

Helps project managers identify dependencies, structure milestones, manage blockers, and organize execution workflows.

AI Enablement Assistant
AEA helps organizations structure AI adoption strategies, workflow integration plans, AI governance approaches, enablement initiatives, and human-AI collaboration frameworks.
AI Governance Assistant

check whether an AI use fits firm policy, vet new tools, handle client disclosure questions, report concerns, and document and route requests to the right people.

Sales Enablement Assistant
Sienna helps you build sales playbooks, discovery questions, objection-handling guides, pitch and demo scripts, outreach sequences, and rep onboarding plans — as ready-to-paste prompts for your AI tool.
Perpetuoso Light

Modern AI resume enhancers have one negative side-effect, they hallucinate. If you want a resume enhancer that tells the truth, click this link.

Litigation & Legal Operations Workflow Lab

Guided AI prototypes for deposition practice, trial preparation, case flow, demand readiness, and legal technology adoption.

Research & Resources

Whitepapers

The Instructional Designer’s Guide to AI Prompting

The Instructional Designer's Guide to AI Prompting image

Prompt Preparation for Instructional Designers

Prompt Preparation for Instructional Designers logo

Mitigating AI
Hallucinations

Mitigating AI Hallucinations image

Does AI
Hallucinate?

does AI hallucinate image

Research & Resources

LinkedIn Newsletters

The AI Memory Hack Newsletter

The Instructional Designer's Guide to AI Prompting image

Getting Hired in 2026 Newsletter

Prompt Preparation for Instructional Designers logo

Daily AI Blueprinter Newsletter

Prompt Preparation for Instructional Designers logo

From the Lab

AI Blueprinter Tools

Structured prompts for expert results. Each blueprint guides you through a simple process to build context-rich prompts that work on the first try.

Live in the Wild

Applications / Platforms

Operational experiments and real-world AI platforms built from the same workflow philosophy behind this lab.

Platform

Perpetuoso

An AI-assisted platform built for workflow continuity and knowledge management.
Platform

PresenterPilot

Idea to professional PowerPoint to professional narrated video in 15-minutes. Renders pptx and mp4.
Application

Graffies

An experimental AI visual podcast and audio-infographic platform.
Application

Intellabots

A suite of AI sales coaches and clients built to train your staff in modern sales methodologies.
Platform

AI Blueprinter

A no-code AI planning tool that helps you map, structure, and build AI-assisted workflows from scratch.
Application

Scenaryoze

Scenaryoze turns your scripts into professional, multi-voice scenario-based training video snippets with AI-powered characters .
Conversations from the Lab

When Your Bot Writes Poetry for Execs

Chuck Nealis joins Zohra Mutabanna on Inside Tech Comm to discuss AI hallucinations, structured prompting, context windows, triangulated review, and practical ways to make generative AI more reliable.

“Treat AI like a contractor, not a poet.”
Listen to the Conversation

Topics Discussed

        • Mitigating AI hallucinations
        • Structured decomposition
        • Explicit prompting
        • Context-window management
        • Triangulated AI review
        • Human-guided AI reliability

From the Author

Books by Chuck Nealis

Practical guides, professional frameworks, and a sci-fi comedy — all written from real experience in the lab.

Instructional Design COMPANION

A practical companion guide for instructional designers navigating the modern learning landscape. Published 2024.

Developing a Growth Mindset Culture

A humor-packed guide to help you and your team break fixed mindsets and drive real meaningful growth. Published 2024.

The Last Chromosome

A sci-fi comedy novella. Because not everything that comes out of the lab is serious. Published 2026.

Work in Progress

Experimental Lab

A space for unfinished experiments, odd AI workflows, prototypes, strange ideas, and sandbox systems. Curious experimentation rather than polished enterprise product.

INSTRUCTIONAL DESIGN SAMPLES

ARTICULATE STORYLINE COURSES

ARTICULATE STORYLINE GAMES

ID TOOLS I DEVELOPED

PRESENTER PILOT

I designed and built PresenterPilot, an AI tool that turns scripts into polished slide decks and narrated videos in minutes. The output is structured for L&D workflows: PPTX files import directly into Storyline, Rise, and Captivate; MP4 exports work as standalone microlearning or as embedded course assets. It is the tool I wished I had during 20 years of instructional design work.

GRAFFIES

Traditional e-learning relies heavily on text and narration. Graffies offers something different: podcast infographic videos where two AI hosts — Puck and Leda — discuss your content in a conversational format. In under 60 seconds, complex topics become engaging audio-visual summaries. Export as MP4 and embed directly into Storyline, Rise, or Captivate courses. Ideal for lesson hooks, concept reinforcement, or standalone microlearning moments.

SCENARYOZE

Scenario-based learning is one of the most effective instructional strategies — and one of the most time-consuming to produce. Scenaryoze changes that by turning a training problem into a fully voiced, multi-character dialogue video in minutes. An AI guide walks you through a structured six-step workflow to shape your scenario, then generates a professional video featuring a cast of nine distinct characters. Export in 16:9, 4:3, or 1:1 mobile formats and drop directly into Storyline, Rise, or Captivate — no editing software, no voice actors, no production overhead. Ideal for decision-making practice, customer service simulations, compliance training, or any moment where learners need to see a situation play out before they have to handle it themselves.

SALES ENABLEMENT TRAINING STUDIO

Most sales training stops at methodology. Intellabots bridges the gap between learning and doing through AI-powered role-play. CoachBots teach proven frameworks like Value Selling and Challenger Selling; ExecutiveBots simulate realistic buyers with common objections. Customize with your company’s actual products and challenges. Export as interactive exercises for Storyline, Rise, and other authoring tools. Unlimited team access. Build rep confidence through realistic practice before facing real clients.

TRADITIONAL VIDEOS

EXECUTIVE TRAINING O&G 2015

Used several leading-edge methods of generating this pyramid. I used code to convert the 2d pyramid to 3d in PowerPoint, and then reverse engineered the drawing to create the video. Generated the final video output using Camtasia.

DELTEK EXPLAINER VIDEO 2017

This video discusses performance support videos to a Deltek audience. It incorporates explainer and drawing video style.

VIDEOS - NEW TECHNIQUES