Est. 2026  ·  New Hope, PA backwarddesign.ai AI product consulting

AI products that
strengthen
human thinking.

— The stance The market sells AI as a shortcut. We build AI as a strengthening tool — products that make people sharper thinkers, not products that think for them.

Backward Design is the independent consulting practice of Lorna Maguire. Two decades of writing and assessment product leadership, shipping award-winning products used by thousands of K-12, higher-education, and corporate organizations. Now taking selective AI product engagements — for teams that need someone who has actually shipped, not just talked about it.

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The market is full of AI that thinks for people.
We build AI that thinks with them —
and leaves them stronger for it.
— The method Backward Design pairs Wiggins & McTighe's pedagogical rigor with a PRFAQ-driven, working-backwards product discipline — and runs them through an AI-augmented virtual factory with humans in the loop at every stage. The result: education products designed for learning outcomes from day one, anchored in feedback science (Hattie's Visible Learning documents an effect size of 0.79 for feedback in classrooms), and shipped at startup speed without sacrificing rigor.
Lorna Maguire · Founder, Backward Design

Productized engagements,
not hourly consulting.

Most AI-in-education work is either all-talk strategy or all-code build. Backward Design does both — scoped into fixed-shape engagements so you know exactly what you're buying and what you'll have at the end.

/ 001
Learning Product Audit
A focused diagnostic of an existing AI learning feature or product. We assess pedagogical risk, user experience, prompt and agent architecture, and the gap between what teachers trust and what ships. Deliverable: a written audit with prioritized fixes.
Diagnostic
fixed scope
/ 002
PRFAQ-to-POC Sprint
A bounded sprint from concept to demo-able product. We shape the PRFAQ, architect the agents, build the POC using an AI-augmented virtual-factory workflow, and hand it back with documentation. Ideal for teams who need to move from pitch deck to something real without hiring a full build team.
Sprint
concept → POC
/ 003
Agent Architecture Review
For teams already mid-build. We review multi-agent systems, prompt structures, and pedagogical guardrails — then deliver a specific, implementation-ready recommendation set. Especially useful for teams worried they've designed something that will leak essay-writing to students.
Review
mid-build advisory
/ 004
Fractional Product Leadership
Ongoing engagements for education companies and learning-focused startups who need a product voice that understands pedagogy, AI systems design, and shipping.
Ongoing
by referral
Selective AI product engagements outside education. Backward Design is education-first, but takes occasional AI product work in adjacent industries — for teams that need someone who has actually shipped multi-agent systems into production, not just talked about them.
Originator · Lead PM

GrowThink — an AI writing tutor that refuses to write for the student.

Backward Design originated the GrowThink concept, the growthink.ai domain, and the business plan now powering Vantage's flagship homeschool AI writing product. Lorna Maguire continues as Lead Product Manager (contractor) at Vantage through to launch and beyond.

The product makes a single hard commitment: the AI never writes for a student — not a sentence, not a phrase. The architecture is what makes that commitment enforceable.

Lead Product Manager (contractor) · GrowThink at Vantage
  • i. Five-agent architecture with hard separation of concerns — coaching, scoring, assignment-framing, revision, and integrity verification each running with their own permissions and prompts.
  • ii. Curriculum-aware Socratic question generation tuned for Charlotte Mason, Classical Conversations, Well-Trained Mind, Apologia, Sonlight, Abeka and BJU, and Biblical study — pedagogy encoded at the prompt level.
  • iii. Adversarial QA discipline — a red-team library of student prompts that try to extract text from the tutor; regressions block release. The never-writes commitment is a tested behavior, not a marketing claim.
  • iv. Full parent portal as the economic-buyer surface — classes, students, assignment builder, prompt library, score-approval workflow, and a coaching log readable turn by turn.
  • v. Built using a virtual-factory methodology — structured PRFAQs, multi-agent architectures, and AI-augmented human-in-the-loop development that compresses concept-to-production timelines without cutting rigor.

GrowThink isn't the first writing product to ship at scale on this watch.

For over twenty years, Lorna led product management at Vantage Learning as VP, Product Management — designing and releasing award-winning writing and assessment products used by thousands of K-12, higher-education, and corporate organizations.

/ 01 — WRITING ASSESSMENT
MY Access!
Automated essay scoring and instructional writing platform serving K-12, higher-education, and corporate users at scale.
myaccess.com
/ 02 — AI WRITING FEEDBACK
WriteAhead™
An AI-powered browser extension for Google Docs, Microsoft Word 365, MY Access!®, IntelliWriter, and other supported editors. Combines genre-specific rubrics, IntelliMetric®, advanced LLMs, and human review to streamline grading and deliver actionable feedback that improves student writing.
writeahead.com
/ 03 — PUBLISHER PLATFORM
Adaptera
An adaptive learning and assessment platform built for educational publishers — bringing data-driven personalization into curriculum products.
adapteraforpublishers.com
Infrastructure fluency. The virtual factory is built on open-source services and deploys natively to cloud production. For teams already invested in AWS, that means plugging into your existing infrastructure rather than asking you to adopt new ones.

Field notes from the work.

Selected articles on AI in education, writing instruction, and the design choices that determine whether a learning product actually serves students and teachers.

Companies where learning matters — and where AI has to earn its place.

§
EdTech companies
adding AI features
Curriculum & assessment
publishers
Venture-backed AI
learning startups
Districts & networks
piloting AI tools
Lorna Maguire, Founder of Backward Design
Lorna Maguire
Founder · Backward Design

Twenty years of writing and assessment product leadership — now in independent practice.

Lorna Maguire founded Backward Design after two decades as VP, Product Management at Vantage Learning, where she led the design and release of award-winning writing and assessment products — including MY Access!, WriteAhead, and Adaptera — used by thousands of K-12, higher-education, and corporate organizations.

She originated GrowThink — the vision, the domain, the business plan, and the pedagogical stance — and serves as Lead Product Manager (contractor) for GrowThink at Vantage. Across every engagement, the through line is the same: AI products that strengthen human thinking rather than substitute for it. That stance comes from the classroom — Lorna began her career as an educator, and the question that has shaped every product since has been the same: does this actually help a student think?

Her practice centers on multi-agent systems with hard pedagogical guardrails, curriculum-aware coaching, and verification surfaces that let teachers and parents trust what the AI is actually doing with a student. She works using a virtual-factory methodology that pairs AI augmentation with structured human review at every stage — PRFAQ to architecture to build to QA — moving products from concept to production faster than traditional teams without cutting rigor.

A consummate team player, Lorna is adept at managing cross-functional relationships across engineering, research, creative services, marketing, and sales. Through Backward Design, she now takes selective new engagements with education companies, publishers, learning-focused startups, and adjacent industries that need AI products built well.

i.
Patent · Inventor Selective Writing Assessment with TutoringUS Patent 20070238084. Co-inventor on the foundational patent for real-time, selective AI feedback during the drafting process — the conceptual lineage running through MY Access!, WriteAhead, and GrowThink.
ii.
Methodology Certified Scrum Master with two decades of cross-functional Agile leadership across engineering, research, creative services, marketing, and sales — fluent in the rituals modern product teams already run.
Currently accepting select new engagements

Have a learning
product that needs
sharper thinking?

Email lornamaguire@backwarddesign.ai Web backwarddesign.ai Based in New Hope, Pennsylvania