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DataStorm Insights

Applied AI studio · West Michigan

AI that shows its work.

DataStorm Insights designs and engineers AI applications grounded in real sources: assistants that answer from a body of work and cite the passage they used, and machine learning that holds up in production. Now we’re pointing it at the classroom and the supply chain.

Watch it workClassrooms & supply chains

Wisdom Assistant’s answers quote and cite the passage they drew on. See how ↓

  • wisdomassistant.comlive
  • wisdom-assistant/iosin development
  • datastorminsights.comyou are here
Flagship · Live now

Decades of books.
One question away.

Wisdom Assistant — an author’s life’s work as a living library — read it, hear it, ask it questions.

  • 01A complete free library — every volume readable in the browser and playable as an audiobook
  • 02An AI librarian grounded in the books: answers quote and cite the passage they drew on
  • 03Recommends the right volume for each question, with reading and purchase paths built in
  • 04Decades of material organised into three pillars — law, life, and faith
Visit wisdomassistant.comThe full case study
Web app · liveiOS app · in development

Designed and engineered by Bryan Baldwin for author Nelson Miller.

Under the hood

An answer you can check.

This is the pipeline behind Wisdom Assistant, slowed down. Most chatbots ask to be taken on faith. This one shows its sources — the difference between an answer and a rumour. Swap the books for a syllabus, a safety manual or a supplier contract, and not one step changes.

  1. 01AskA plain-language question — no keywords, no syntax, no idea which book the answer is in.
  2. 02RetrieveA search index built from the books’ own text returns the passages that bear on the question.
  3. 03GroundThe model composes its answer from those passages, rather than from whatever it happens to remember.
  4. 04CiteThe answer arrives with its source attached, plus the volume to read next — so it can be checked.

An illustration of a real Wisdom Assistant exchange, simplified.

Possibilities

The classroom.
The loading dock.

Nothing about the approach behind Wisdom Assistant is specific to books. Point it at a syllabus or a binder of SOPs and it answers the same way — from the source, with the source. These are the two settings we keep dreaming about, and what we would build there.

Education · 4 ideas

A course that can answer for itself.

Students are already asking AI for help. The only question is whether it answers from the course — or from whatever it scraped off the internet. Ground it in the teacher’s own materials and it becomes a study partner that shows its sources.

Talk through an education idea
01 · FEATURED IDEA

A tutor that studies from the syllabus

Answers students from the readings, notes and slides their teacher actually assigned, cites the page it used, and nudges toward the reasoning instead of handing over the answer. The teacher decides what it can see and how much it gives away.

  • Grounded retrieval
  • Socratic by default
  • Teacher controls
Illustrative exchange

Question: Why did the Treaty of Versailles make another war more likely?

Answer: Your Unit 4 reader gives three reasons, and the reparations clause comes first (source 1). Before you read on: what do you think those payments did to Germany’s economy?

  1. Unit 4 reader · p. 112
02

Feedback that points to the rubric

Drafts comments on student writing with every note tied to the rubric line behind it. The teacher edits, approves and stays the author — hours back, and nothing sent unseen.

Illustrative exchange

Question: Draft feedback on paragraph two.

Answer: The claim is clear, but the evidence is summarised rather than analysed — ask what the quotation actually proves (source 1).

  1. Rubric · Evidence, level 3
03

Textbooks you can read, hear and ask

Course materials in a browser reader with full audio — the platform this site already runs on — plus questions answered from the text itself. For the student who learns by listening, and the one reading at midnight.

Illustrative exchange

Question: Explain photosynthesis in simpler words.

Answer: Plants make their own food from sunlight, water and air; chapter 3 walks through each step with a diagram (source 1).

  1. Life Science · ch. 3
04

The handbook, answerable

Every school has policies nobody can find. An assistant that answers parents and staff from the handbook, at any hour and in plain language — and quotes the policy, so no one has to take its word for it.

Illustrative exchange

Question: How many absences before a make-up plan is needed?

Answer: Five excused absences in a semester trigger a make-up plan with the classroom teacher (source 1).

  1. Student handbook · §4.2

Supply chain · 4 ideas

Operations that can explain themselves.

Supply chain is where Bryan has spent years building machine learning in production. Showing the work is not a nicety here: a planner will not bet inventory on a number they cannot interrogate, and nobody should improvise a safety procedure.

Talk through a supply chain idea
01 · FEATURED IDEA

Forecasts that explain themselves

Demand forecasts that arrive with their reasons — the promotion, the seasonality, the stock-out that skewed last year — so a planner can check the number before committing inventory to it.

  • Demand forecasting
  • Explainable drivers
  • Planner in the loop
Illustrative exchange

Question: Why is week 42 forecast 18% above last year?

Answer: Two drivers: a regional promotion is planned for that week (source 1), and last year’s week 42 was held down by a stock-out, so it understates normal demand (source 2).

  1. Promotions calendar · Q4
  2. Inventory history · wk 42, last year
02

SOPs, answerable on the floor

An assistant on the handheld that answers from the site’s own SOPs and safety manuals, and quotes the step — so the procedure gets followed, not half-remembered.

Illustrative exchange

Question: First step before clearing a conveyor jam?

Answer: Lock out and tag out the conveyor drive — never reach in while the belt is energised (source 1).

  1. SOP-CV-07 · step 1
03

Contracts, searchable by question

Ask about any supplier agreement in plain language and get the clause itself — not a summary of a summary — along with the terms that apply to the situation in front of you.

Illustrative exchange

Question: What happens if Supplier B ships late twice in a quarter?

Answer: The second late shipment earns a 2% credit on that order, and the account moves to quarterly review (source 1).

  1. Master supply agreement · §9.3
04

Exceptions, triaged with reasons

Flags the loads likely to miss their window, ranks them by impact, and shows the evidence for each — the carrier feed, the dock schedule, the purchase order.

Illustrative exchange

Question: Which inbound loads are at risk today?

Answer: Three. The most urgent is PO 4471: the carrier’s ETA now falls after its dock appointment (source 1) (source 2).

  1. Carrier ETA feed · 06:40
  2. Dock schedule · Door 6

Possibilities, not case studies. Every exchange above is illustrative — no real course, school, company or supplier data. Wisdom Assistant is the one that has shipped.

The practice

What gets built here.

All the technology
01

AI systems that cite their sources

Assistants built on a real corpus — a book series, a course, a binder of SOPs — with retrieval, grounded generation, and evaluation, so every answer can point to the passage it came from instead of asking to be taken on faith.

02

Machine learning in production

Years of building machine learning systems for the supply chain industry: models that survive contact with real operations, and the pipelines and monitoring that keep them honest.

03

Web & mobile apps, built to last

Fast, accessible, static-first web applications — and now iOS. Semantic HTML, strict security headers, and performance budgets are part of the craft, not an afterthought.

04

Readable by agents, not just people

Software that AI agents can find, parse and cite: prerendered HTML, structured data on every page, and an llms.txt front door. This site ships all three — ask your assistant about it.

The publishing house

The same hands write the books.

DataStorm Insights is also an independent publisher of Christian books. Every finished title is free to read and free to hear in full, right here — no account, no email, no paywall.

Start with The Flatlands

Buy on Amazon
Browse the shelf
Work with the studio

Have a body of work?
Let’s make it answerable.

Wisdom Assistant began as one author’s shelf of published volumes. If you have a corpus people should be able to ask questions of — a course’s readings, a school handbook, a binder of SOPs, a drawer of supplier contracts — or a forecast that has to survive contact with production, let’s talk.

bryan@datastorminsights.comOther ways to reach us
Bryan BaldwinAI Engineer & Author · Founder