Knowledge Systems · Learning Science · Trustworthy AI · Measurement

Your AI is only as good as the knowledge beneath it.

I build that foundation: one governed, always-current source of truth for how your organization actually works, that your training, your support, and your AI all draw from. The documents stay where they live. I make them owned, reviewed, and correct, then build the tools on top, grounded only in your own approved knowledge.

Over 30 Years in Education and Technology Runs on Tools You Already Own AI Grounded Only in Your Sources Custom-Built, Never Off-the-Shelf
What I build

Most knowledge is scattered. I make it one source.

Procedures live across SharePoint, shared drives, slide decks, PDFs, and a few people's heads. It goes out of date, it contradicts itself, and nobody owns the whole picture. I build one governed source of truth that every tool draws from: training, search, coaching, and AI.

  • Not another chatbot. AI tools use the source. The source keeps them correct.
  • Not a new platform to buy. It connects the tools you already own.
  • Not one department's system. Each team owns its content, and it can be shared where it helps.

The file lives where it lives. The system remembers everything about it: who owns it, what version it is, when it was last reviewed, and whether anyone is on an old copy. Written once, shown everywhere, always in agreement.

How I work

Diagnose. Design. Build.

One engagement spanning the whole arc, from understanding the real problem to delivering working tools, not just recommendations.

Diagnose

I find where your knowledge actually lives, where it contradicts itself, and where your training or your AI goes wrong. I interview the people who manage the work, observe the people doing it, and audit what exists, producing a clear picture of the real gap.

Design

I apply learning science to the specific problems I find: curriculum frameworks, cognitive-demand progressions, role-based competency matrices, and assessments that test judgment rather than recall.

Build

I deliver working tools, not recommendations: the governed knowledge foundation itself, plus the surfaces on top of it. Custom learning, supervisor dashboards, search, and AI assistants grounded in your own documentation, with citations back to source.

Custom frameworks, built for your organization

Training organized by the thinking the job requires.

Here's one in active use: a cognitive-demand model that structures learning by the kind of thinking each task actually demands, not by topic.

KNOW
Foundational awareness
▶
DO
Execute procedures
▶
CHOOSE
Decide between options
▶
HANDLE
Judgment under pressure
▶
LEAD
Guide others' decisions
AI, on your own knowledge

Not one chatbot. A set of AI tools, each with guardrails.

Every one runs strictly on your own approved content. Every answer traces back to something an owner reviewed. No open-internet links, no invented answers, and because every interaction is measured, you can see whether it is actually working.

Answer

Assistants that answer your people from approved sources, with citations, and route to a human rather than guess.

Interrogate

AI that reads and reviews your own documents, structures them, and surfaces contradictions in your knowledge.

Collaborate

A team assistant that helps the owner run the system in plain language, permissioned and logged.

Coach

A learning tutor that teaches with questions and builds real competence, instead of handing over answers.

What I've built recently

Working systems, delivered at scale.

  • Built a governed source of truth for a company's operational knowledge in under two months: one owned, expert-reviewed version that training, search, and AI all draw from.
  • Grounded AI that has answered 1,000+ real employee questions strictly from approved content, with citations and no open-internet links or invented answers.
  • Ran an expert review workflow, including outside reviewers by secure link, that keeps the knowledge current on a set cycle, with roughly 95% learner accuracy on current material.
  • Reused about 80% of the system to extend it to the next department, so each new area is configuration, not a rebuild.
  • Audited 200+ courses in a workforce library: content extraction, reading-level scoring, and classification of every quiz item by the kind of thinking it demands.
  • Built a rules-based upgrader that rewrites slides, objectives, and quiz distractors at scale, with side-by-side expert review reports.
  • Designed the KNOW to LEAD framework for cognitive-load progression, used to restructure course stacks with targeted gap-fill content.
  • Wrote automated quality gates that run before any module ships: reading level, answer-length parity, distractor uniqueness, and transcript-confidence flags.
“

Thirty years of watching people learn and not learn gives you an instinct for where instruction connects and where it slides past. That pattern recognition is what I bring to every engagement.

Jeff Mummert, HQ Learning Solutions
Flexible engagement, start where you need

Start small. Grow as it proves out.

Each one stands on its own. Begin where the problem is clearest, and let each step earn the next.

Diagnose

Where Is Your Truth?

Find the real problem first

I map where your knowledge lives, where it contradicts itself, and where your training or your AI goes wrong, and deliver a prioritized plan.

Start a diagnosis →
Design + Build

Build the Foundation

One governed source for one area

I stand up a governed source of truth for one painful area, plus a first surface on top: a grounded AI assistant, search, or training built from it.

Scope a build →
Full Partnership

Foundation and Surfaces

The whole system, owned by you

The governed foundation, the training, support, and AI on top, and an owner inside your organization trained to run it after I hand it off.

Begin a partnership →
Get started

Tell me what you're trying to fix.

Send a few details and I'll respond personally to set up a conversation. Available for in-person engagements in Central PA and remote consulting anywhere.

◎York, Harrisburg, and Hershey, PA

Prefer email? Reach me at jmummert@hq-consult.com.