Prismatic Agents

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”.
SolutionTypeMachine and chipWhere its AI thinksLasting memoryOfflinePrice
PrismaticWe make itLasting local mind (never controls motion or safety)Jetson AGX Orin 64 GB inside the machine (greenfield)Local only MeasuredLasting memory with sources, receipts and handover MeasuredYes MeasuredUS$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 · DuolingoAI features in a language appCloudCloud ReportedLearning progress ReportedNo ReportedSubscription Published
Gemini for Education (LearnLM) · GoogleAI tutoring across WorkspaceCloudCloud PublishedWithin Workspace for Education ReportedNo ReportedFree with Workspace for Education (reported) Reported
Khanmigo · Khan AcademyAI tutorCloudCloud ReportedProgress monitoring for parents PublishedNo ReportedUS$4/month or US$44/year (learners); free for US teachers Published
Miko 3 / Miko Mini · MikoAI robot for children 5–10Robot + cloud (Google Cloud, Gemini)Mostly cloud, partly on the robot PublishedNot disclosed Not disclosedNo ReportedNot disclosed here Not disclosed

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.

Gaps for this job. A single subject; cloud.

Sources: duolingo.com

Gemini for Education (LearnLM)Google · AI tutoring across Workspace

Our review. Learning-science tuned model with a published tutoring study; free to schools.

Gaps for this job. Cloud; tied to the school's Google estate.

Sources: cloud.google.com · edu.google.com

KhanmigoKhan Academy · AI tutor

Our review. Excellent value from a trusted non-profit.

Gaps for this job. Cloud; the learner's record lives with the service.

Sources: khanmigo.ai

Miko 3 / Miko MiniMiko · AI robot for children 5–10

Our review. Engaging, moderated conversation for young children.

Gaps for this job. Mostly cloud; senators raised exposure of children's replies.

Sources: cloud.google.com · nbcnews.com

The maker's view · the chart above is unchanged

Where Prismatic leads

  1. The learner's record stays at home, on the device.
  2. A tutor that remembers mistakes from months ago and opens with them.
  3. Says 'not in the records' instead of inventing.
  4. Works offline.

How Prismatic solves it

Host: Jetson AGX Orin 64 GB inside the machine (greenfield).

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)).
  • Greenfield sites: NVIDIA Jetson AGX Orin 64 GB, 64 GB LPDDR5, 204.8 GB/s; US$2,999 (Module, 1,000+ units (NVIDIA); developer kit US$3,499; Industrial 64 GB module US$3,199 (ECC, 15-75 W)).

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 Published source. 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

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.

Watch the 8-minute filmSee the full pitchInvestor briefing: info@prismaticagents.com

What we could not verify

Data retention policies for each service.

About the companies and organisations

A quick introduction to the names on this page. Staff counts describe the stated organisation and reporting period; they are not live totals.

Apple

Makes iPhones, Mac computers and other devices, along with their software and online services. [1]

Based in
Apple Park, Cupertino, California , US [1]
Established
1976 [1]
Staff
166,000 (Organisation-wide figure reported by the cited source; 2025) [1]
Key people
John Ternus, CEO; Tim Cook, executive chairman (roles effective September 1, 2026). [2]

Sources checked 2026-10-05. Profiles are current background, not a statement of who held a role on the article date.

Duolingo

Provides app-based learning, best known for language lessons. [1]

Based in
Pittsburgh , Pennsylvania, U.S. [1]
Established
2011 [1]
Staff
≈ 830 (Organisation-wide figure reported by the cited source; December 2024) [1]
Key people
Luis von Ahn ( CEO ); Severin Hacker ( CTO ) [1]

Sources checked 2026-10-05. Profiles are current background, not a statement of who held a role on the article date.

Google

Provides search, online software, cloud computing and AI products. [1]

Based in
Googleplex , Mountain View, California , United States [1]
Established
1998 [1]
Staff
187,000 (Organisation-wide figure reported by the cited source; 2022) [1]
Key people
John L. Hennessy ( Chairman ); Sundar Pichai ( CEO ) [1]

Sources checked 2026-10-05. Profiles are current background, not a statement of who held a role on the article date.

Khan Academy

A nonprofit that provides free lessons and practice tools for students and teachers. [1]

Based in
Not yet verified.
Established
Not yet verified.
Staff
Not yet verified.
Key people
Founder(s): Sal Khan [1]

Sources checked 2026-10-05. Profiles are current background, not a statement of who held a role on the article date.

Miko

Makes interactive robots designed for children's learning and play. [1] [2]

Based in
Not yet verified.
Established
Not yet verified.
Staff
Not yet verified.
Key people
Not yet verified.

Sources checked 2026-09-27. Profiles are current background, not a statement of who held a role on the article date.

NVIDIA

Designs processors and software used for AI, graphics and large computing workloads. [1]

Based in
Santa Clara, California , U.S. [1]
Established
1993 [1]
Staff
Approximately 42,000 employees (NVIDIA worldwide; Fiscal year 2026) [2]
Key people
Jensen Huang ( president and CEO ); Bill Dally (chief scientist) [1]

Sources checked 2026-10-05. Profiles are current background, not a statement of who held a role on the article date.