📚 Use case 14 NextGreenfield · Jetson AGX Orin 64 GB
Which tutoring companions remember each learner, and where does the learner's data go?
A local tutor that remembers each learner's progress, mistakes and goals across months, for schools that cannot send pupil data to the cloud.
Researched Sep 27, 20264 solutions reviewedAI in the cloud: 4 of 4
Prismatic Agents makes Prismatic. Its row is first, highlighted and labelled, so you can compare every solution against it; the others follow alphabetically and are ranked by nobody. Every value carries an evidence label; "Where Prismatic leads" is our view as its maker.
The situation today
AI tutoring is cheap and everywhere: Khanmigo for a few dollars a month, Gemini for Education free to schools, Duolingo's AI roles, Miko robots for young children. They are cloud services; a child's learning record and conversations sit with the provider, and one AI toy maker was criticised for exposing children's replies.
Machines and chips in use: Phones, tablets, laptops; a few robots (Miko) with conversation mostly in the cloud.
Greenfield for Prismatic. No product here keeps a private, lasting local mind inside the machine: Prismatic on the Jetson AGX Orin 64 GB is designed for this gap.
The chart
MeasuredPublishedReportedEstimateNot disclosedNot disclosed is never shown as “no”.
Solution
Type
Machine and chip
Where its AI thinks
Lasting memory
Offline
Price
PrismaticWe make it
Lasting local mind (never controls motion or safety)
Jetson AGX Orin 64 GB inside the machine (greenfield)
Local only Measured
Lasting memory with sources, receipts and handover Measured
Yes Measured
US$3 per learner a month, unlimited turns; US$25 activation + Jetson AGX Orin 64 GB module US$2,999 once per learner (proposed sector licence) Estimate
Duolingo Max · Duolingo
AI features in a language app
Cloud
Cloud Reported
Learning progress Reported
No Reported
Subscription Published
Gemini for Education (LearnLM) · Google
AI tutoring across Workspace
Cloud
Cloud Published
Within Workspace for Education Reported
No Reported
Free with Workspace for Education (reported) Reported
Khanmigo · Khan Academy
AI tutor
Cloud
Cloud Reported
Progress monitoring for parents Published
No Reported
US$4/month or US$44/year (learners); free for US teachers Published
Miko 3 / Miko Mini · Miko
AI robot for children 5–10
Robot + cloud (Google Cloud, Gemini)
Mostly cloud, partly on the robot Published
Not disclosed Not disclosed
No Reported
Not disclosed here Not disclosed
What Prismatic would cost you
Sector price: US$3 per learner a month, unlimited. Proposed list prices in US dollars; change the numbers and everything updates.
First year—
Each year after—
Five years—
Prismatic licence only, five years—
What this sector pays today, five years—
Cloud AI instead, five years—
What this sector pays today: AI tutor US$4 a month (Khanmigo); a human tutor about US$45 an hour (Published, source). That is often a whole product; Prismatic adds the lasting local memory beside it. Hardware is bought by you from Apple or NVIDIA. Electricity at 14.2¢/kWh around the clock. Prices are proposals until the first customer agrees them. How Prismatic is licensed
Run your numbers
Human tutoring vs a tutor at home
Weekly human tutoring against a device bought once.
Human tutoring a year—
Prismatic tutor, first year (module + activation + licence)—
Prismatic tutor, each later year—
How it works: tutoring = hours × rate × weeks; Prismatic first year = module + activation + licence × 12. A companion supports learning; it does not replace a good teacher.
Reviews and gaps
One card per solution. Strengths first; gaps are about this job, not about the product being bad.
Duolingo MaxDuolingo · AI features in a language app
Our review. Roleplay and video calls with an AI character make practice lively.
The learner's record stays at home, on the device.
A tutor that remembers mistakes from months ago and opens with them.
Says 'not in the records' instead of inventing.
Works offline.
How Prismatic solves it
Host: Jetson AGX Orin 64 GB inside the machine (greenfield).
A Jetson AGX Orin 64 GB inside a learning companion device keeps the learner's record at home (greenfield).
As a plain app, frontier AI wins; the case is a private device.
Persistent learner memory (F01), consistent tutor persona (F42), reminders (F20), no invented facts (F05). Local (F16).
Hosts. Prismatic runs on a 64 GB Mac mini (M5 Pro) beside machines that already work, and is carried next into new machines on the Jetson AGX Orin 64 GB, the host for greenfield sites.
Retrofit: Mac mini with M5 Pro, 64 GB, 64 GB unified, 307 GB/s; about US$2,699 (US$1,699 base plus US$1,000 for 64 GB (Apple configuration prices, reported)).
Licence here (proposed sector price, US$): US$3 per learner a month, unlimited turns. What this sector pays today: AI tutor US$4 a month (Khanmigo); a human tutor about US$45 an hour Publishedsource. Design-partner pilot: US$5,000 for 90 days, credited in full to the first year's licence. How Prismatic is licensed
Status: The memory and character engine runs today; a learning device and child-safety design are to build. Features used: Memory from own records, Rich Souls, Missing-detail check, Local-only, Calendar + reminders.
A day with it: The tutor recalls the student confused fractions with ratios two weeks ago and opens with a check on that.
Genesis Blueprint · Quest blueprint (QRD)
The team Genesis would build for this
A tutor that remembers each learner for months, their progress, mistakes and goals, with pupil data kept local. A learner's year toward a hard exam is a journey with milestones and companions, so a Quest Requirements Document fits.
Learning navigatoryour companionPlans each weekWise, encouraging
Practice coachShort quizzes, mistakes explainedLively, patient
Progress chroniclerEvidence of masteryHonest, hopeful
Exam strategistTiming and past papersCalm, clear
EncouragerNotices effort, hard daysWarm, funny
Parent liaisonWeekly summary, with her agreementRespectful, brief
First 30 days
Diagnostic in week one
Build the spaced practice schedule
Start the mastery chronicle
First weekly parent summary (with consent)
How we'll know it works
Retrieval scores rising by topic
Schedule kept 5+ days a week
Mistakes that do not return
Confidence rating climbing
In a Prismatic studio this blueprint waits in the Marketplace, ready to be born: Genesis gives each role an original name, look, voice and character, and nothing starts until the founder presses Generate. Founders can also write their own blueprint step by step in the Blueprint Builder.
Investment outlook
Score48/90
Money in the market3/5
Ease of funding now2/5
Local-mind advantage3/5
Approach: Needs a new device; as a plain box or app, frontier AI wins.
Market: Medium: education budgets are large but slow; parents pay modestly.
Funding: Hard: crowded AI-tutor field; school sales slow.
Business model (hypothesis): Per-school licence (hypothesis).
Why fund it, and the risks: Edtech AI interest is high; privacy angle differentiates. Risks: crowded, long school sales cycles.
First validation step: Pilot with one tutoring centre.
Scores are first-pass hypotheses from general industry knowledge (UseCase file 05), not researched market sizes.
For patient investors
The same mind, market after market.
Retrofit sites pay first on a 64 GB Mac mini (M5 Pro) beside machines that already work. Greenfield machines carry the same mind inside, on the Jetson AGX Orin 64 GB, licensed per machine. The horizon (blackouts, wilderness, space) is where a mind that needs no cloud is not a feature but the point.