Predict and prevent LED burnout in your dorm with smart logging.
Dorm students suffer flickering and rapid burnout of energy-efficient LED bulbs due to irregular campus power grids.
Users log bulb installs, replacements, and occasional power notes; BulbPredict uses campus-shared data to forecast lifespan and send proactive alerts. It generates personalized replacement schedules and power-saving tips for irregular grids.
College students living in on-campus dorms
AI-driven predictions from crowdsourced dorm power data, no hardware required unlike IoT competitors.
supportive
Track install dates, types, and burnout events.
Predict days until burnout using historical data.
Anonymized insights from other dorms.
Custom reminders via email/app.
Suggest flicker-resistant bulbs.
Quick notes on outages/fluctuations.
Weekly summaries of dorm trends.
Export for roommates.
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| text | No | |
| campus | text | No |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | Yes |
| user_id | uuid | No |
| install_date | timestamp | No |
| burnout_date | timestamp | Yes |
| bulb_type | text | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| user_id | uuid | No |
| event_type | text | No |
| timestamp | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| campus | text | No |
| avg_lifespan | int | No |
| updated_at | timestamp | No |
/api/bulbsLog new bulb or burnout
/api/predictionsGet forecasts for user's bulbs
/api/logsAdd power event log
/api/campus-statsFetch campus averages
/api/alertsUpdate alert prefs
No campus insights
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 80 | 3% | $41 | $492 |
| Month 6 | 1,200 | 5% | $1,020 | $12,240 |
Log once, predict forever – beat campus power chaos with smart forecasts.
Run Twitter poll in college threads; share MVP landing in dorm Discord servers; cold email student union leaders with free access.
Generic estimates
Ignores dorm grids
Data-driven from real dorm logs
Network effects from user-submitted data improving predictions for all.
LEDs ubiquitous in dorms, but power grids strained by EV charging surges.
Users forget to log
Gamify with streaks
Prediction accuracy low initially
Seed with public data
Success: 40% pain confirmation
Success: 20 active weekly
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