LabaliciousAI & QA ACADEMY
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Twenty starting points for your Product Studio

Choose something you would enjoy using. These fictional-data ideas are not ready-made specifications. Pitch your choice using the proposal and scope rules, or propose your own for instructor approval.

Every idea supports related records, state changes, a useful summary and import/export. Keep three core features. Stretch work waits until the main journey works well. None requires a paid model inside the product, real payments or real personal information.

# Idea and audience Three core features Interesting QA challenge Optional stretch
01 Clubhouse — fictional club organizer Events/capacity; volunteer shifts; coverage dashboard Overlaps, full events, cancellations Event-day printout
02 Pantry Pilot — household meal planner Inventory; recipe/meal planner; shopping list Units, duplicates, zero quantities Batch scaling; no health advice
03 Quest Board — personal goal planner Goals/tasks; states/dates; weekly overview Reopening, overdue dates, misleading percentages Calendar export
04 Shelf Life — hobby collector lending items Collection/search; loans/returns; overdue dashboard Double loans, lost items, invalid dates Printable labels
05 Bracket Bench — casual tournament organizer Entrants; rounds/results; standings Ties, odd entrant counts, corrected results Another tournament format
06 Garden Grid — home gardener Beds/plantings; care tasks; seasonal notes Date boundaries, duplicates, archived beds Keyboard-friendly layout editor
07 Maker Queue — hobby workshop Projects/parts; work stages; shortage summary Insufficient parts, canceled builds, duplicate imports Printable build cards
08 Trip Sketch — fictional weekend planner Itinerary; time/budget estimates; packing list Overlaps, currencies and units Offline print view; no bookings
09 Pet Daybook — fictional household Pet profiles; care assignments; completion history Missed/duplicate tasks, schedule changes Weekly plan; no diagnosis/dosing
10 Setlist Studio — music group Songs; ordered setlists/duration; rehearsal notes Duplicate songs, missing lengths, reordering Multiple set variants
11 Scene Planner — short-video creator Scenes/shots; equipment assignments; shoot schedule Equipment conflicts, reordered shots Original-art storyboard
12 Swap Shelf — fictional community exchange Listings; reservation/collection states; availability filters Double reservations, canceled pickups Collection slips; no live messages
13 Volunteer Vista — fictional event coordinator Activities/staffing needs; assignments; coverage gaps Double assignments, remaining capacity Printable schedules
14 Study Sprint — personal practice planner Topics/resources; session planner; progress summary Missed sessions, partial completion, dates Reflection timeline; no student records
15 Repair Desk — fictional repair café Intake; work states; parts/status board Invalid transitions, reopened work Claim ticket; no contact details
16 Trail Notes — outdoor hobbyist Route notes; outing plans; gear checklist Distance units, archived routes, incomplete preparation Packing templates; not navigation/safety advice
17 Tiny Gallery — exhibition artist Original artwork catalog; display assignments; exhibit checklist Duplicate placement, missing dimensions Curated gallery view
18 Game Night Desk — tabletop group Games/player counts; fictional preferences; session plan No compatible choices, conflicting player limits Explainable rule-based suggestions
19 Budget Booth — fictional craft seller Products/stock; mock sales/returns; daily summary Negative stock, rounding, duplicate imports Stock planning; no payments/financial advice
20 Community Calendar — fictional neighborhood organizer Events; resource reservations; filtered calendar Booking conflicts, cancellations, month boundaries Calendar export; no live email

Make it yours without making it enormous

Choose a distinctive name, audience and visual direction. Specify one useful scenario, one situation to prevent and one failure to recover from. Replace “add AI” with a concrete benefit; a tested rules-based feature may be cheaper and more useful than a live model call.

For example, Shelf Life has items, loans and fictional borrower aliases. An item moves available → on loan → returned. Find an item, lend it, check the due list and return it. A duplicate loan must fail without corrupting records. CSV backup/restore provides an integration. Real email, identity accounts, payments and a mobile app are out of scope.

© 2026 Jared Cluff.