Private Family Alpha · Built with homeschool learning coaches, for homeschool learning coaches.
FellowScholar
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AI-powered recall for homeschool families

Know what they learned—not just what they finished.

FellowScholar turns today’s lesson into a short, personalized Recall session. It finds the weak spots, strengthens them, and tells you exactly what needs your attention tomorrow.

Start your householdSee how Recall works
Upload a lesson in secondsMeasures before it helpsYou approve every learning log
Create from lesson materialScreenshot, PDF, worksheet, or notes
equivalent-ratios.pngProcessed
F FellowScholar
Learning CoachM
Daily Recall Report
Equivalent Ratios
7th Grade Mathematics · Completed in 9 minutes
Overall result
Short coach follow-up

Meaning retained. Scale-factor reasoning needs one more check.

The learner recognized equivalent ratios but initially used additive reasoning on a missing-value problem.

Recommended coach actionAsk why multiplying both values preserves the ratio · 3–5 min
Evidence
Unaided recallPartial
Familiar applicationCorrect
Transfer questionMissed
After supportCorrect

Next retention check: tomorrow at 4:30 PM

Retention over timeSame day → next day → seven days
Under-one-minute captureLog manually or upload the lesson
8–12 minute RecallShort enough to fit family life
Concept-level evidenceNot a generic score or AI opinion
Parent-governedYou control data and AI processing
The gap FellowScholar closes

Finished is not the same as learned.

Most homework assigns more work before anyone knows what the learner retained. FellowScholar starts by finding out what actually stuck.

Traditional homework

Same work. Same sequence. Limited insight.

Every learner receives the same set of questions.
Help and measurement often happen at the same time.
The learning coach must inspect everything to find the gap.
FellowScholar Recall

Measure first. Support precisely. Report clearly.

Each learner first shows what they remember unaided.
Only the actual weak spot receives targeted support.
You receive the evidence and one useful next action.
A complete learning loop

Teach today. Know what stuck tonight.

FellowScholar works around your curriculum and your teaching—not the other way around.

01

Capture the lesson

Mark a planned lesson as taught, log it manually, or upload a screenshot, worksheet, PDF, or notes. FellowScholar drafts the learning log for your approval.

Usually under one minute
02

Recall later

A few hours later, the learner completes a short session without notes or hints. FellowScholar records what can be recalled, explained, and applied independently.

Measure before helping
03

Strengthen the gap

FellowScholar distinguishes forgetting, partial understanding, a misconception, or a prerequisite gap—then supports only what needs attention.

Maximum two support loops
04

Know what comes next

You receive what stuck, what did not, the evidence behind it, and the one action worth taking before the next lesson.

Delayed checks measure retention
See the product

Less administration. More useful insight.

The workflow is designed to make the learning coach faster—not to create another system to manage.

One simple workflow

Explore the three moments that matter most.

Create from lesson material

Drop a lesson plan, worksheet, or screenshot

PDF, DOCX, image, notes—or take a photo on your phone.

FellowScholar draftedEquivalent Ratios · 7th Grade Mathematics
Scale factorMissing valueEquivalent ratios
Ready to review
The design principle

It measures before it helps.

FellowScholar keeps the initial Recall phase separate from teaching. That way, your report shows what the learner knew independently—not what the AI helped them produce.

No hints during baselineNo notes, source material, worked examples, or answer correction.
Different question after supportThe recheck tests transfer rather than memorizing the correction.
Delayed checks separate success from retentionSame-day understanding is not treated as durable mastery.
Equivalent RatiosRecall session · 9 minutes
Evidence recorded
Measure
What can the learner recall and apply unaided?

Baseline evidence is recorded before the system reveals instruction.

No notesNo hintsNo correction
Support
What specific gap is blocking progress?

FellowScholar targets terminology, partial understanding, misconception, or prerequisite knowledge.

Targeted explanationMaximum 2 loops
Recheck
Can the learner now solve a different problem?

A new item checks whether the support transferred beyond the original question.

New questionIndependent answer
Built for growing independence

One household. Different learners. Clearer support.

FellowScholar adapts how it asks, supports, and reports without turning each grade band into a different product.

Middle school

Guided independence

Short prompts, concrete examples, prerequisite checks, and clear escalation when a learner remains stuck.

  • Visual and verbal explanations
  • One concept at a time
  • Visible “Ask my coach” option
Early high school

Mastery and self-management

More multistep reasoning, explanation in the learner’s own words, and clearer documentation of assistance.

  • Longer unit-level progress
  • Writing and revision support
  • Greater learner ownership
Upper high school

Synthesis and transfer

Research, argumentation, source evaluation, and evidence that distinguishes tutoring from work completed independently.

  • Advanced written responses
  • Independent study support
  • Portfolio-ready evidence
Parent-governed AI

Your family’s learning data stays under your control.

You decide how lesson material and learner responses are stored, whether approved outside AI services may process minimized content, and when information is deleted.

Learners cannot access a sibling’s sessions, reports, or answer keys.
Children’s work is not used to train a model by default.
Every AI-created learning log remains a draft until the coach approves it.

AI & data settings

Simple household controls. Technical details stay out of the daily learning workflow.

Store learning historyNeeded for delayed retention checks
Approved external AISend only minimized lesson context
Use conversations for trainingOff by default
Raw conversation retention30 days
Edit
Built at the homeschool table
“The challenge wasn’t giving our children access to AI. It was knowing what actually stuck—and where the learning coach should step in.”

FellowScholar began inside a real homeschool household with learners in seventh, ninth, and twelfth grade. The Family Alpha is being shaped around the daily work of one learning coach managing three very different learners.

Know what stuck. Know what comes next.

Set up your household, capture one real lesson, and let FellowScholar turn it into a measurable learning loop.

Start your householdCoach sign in