Case study · (b)
Smart Energy Planner
Watt's Next · AI family energy planner
1 page
Candace Hagood
Product & Quality Leader
Outcome
Chores run in the cheapest hours without anyone memorizing a rate sheet.
- ✓Any utility bill becomes a working plan from one photo
- ✓The whole family follows the same schedule, with reminders at start time
- ✓Every AI-read plan is checked by a person before it’s used
Problem
Time-of-use electricity plans like EV-TOU-5 can save a household real money, but almost nobody remembers which hours are cheap — and every utility's rate sheet looks different — so the dishwasher and dryer run at peak prices.
My role · focus · quality · key features›
My role
Product owner and designer. I mapped the rate rules, designed the bill-scan and daily-plan flows, the family-sharing model and the app's personality, and tested it against real household routines.
Product focus
Make saving money effortless and a little fun: snap your bill, let AI build the schedule, pick your chores, and a cheeky 'Foreman' character tells the family when to run them.
Quality & validation
Rate schedules modeled for weekdays, weekends and holidays and checked against the published plan. AI-scanned plans are always shown for review and editing before saving. A dedicated rate-accuracy and disclaimer page and 'last updated' notes show where the numbers come from.
Key features
- ·AI bill scan: photo of your bill becomes an editable rate schedule (paid add-on)
- ·Custom rate plans for any utility, not just EV-TOU-5
- ·Live view of the current rate and the next cheaper window
- ·Automatic daily plan that places tasks in low-cost hours, with estimated savings
- ·Alarms when it's time to start a task
- ·Family accounts with invite codes and QR join links
- ·'Foreman' feedback character with AI-generated humor
- ·History, settings, support desk and installable phone app
▤ README.md›
# Smart Energy Planner > Watt's Next · AI family energy planner "Watt's Next": an AI household scheduler that reads your electricity bill, builds your rate plan and moves the family's chores into the cheapest hours. ## Outcome **Chores run in the cheapest hours without anyone memorizing a rate sheet.** - Any utility bill becomes a working plan from one photo - The whole family follows the same schedule, with reminders at start time - Every AI-read plan is checked by a person before it’s used ## Problem Time-of-use electricity plans like EV-TOU-5 can save a household real money, but almost nobody remembers which hours are cheap — and every utility's rate sheet looks different — so the dishwasher and dryer run at peak prices. ## Solution Watt's Next turns any utility's rate sheet into a schedule the family actually follows. AI reads the bill, the user confirms the plan, and the app places each chore in the cheapest window and reminds everyone when to start. | Problem | Solution | | --- | --- | | Every utility's rate sheet looks different. | AI bill scan turns a photo into an editable rate plan, and custom plans cover any utility. | | Nobody remembers which hours are cheap. | A live view shows the current rate and the next cheaper window, with alarms at start time. | | One person knows the plan; the household doesn't. | Family accounts with invite codes and QR join links share the same daily plan. | ## Features - AI bill scan: photo of your bill becomes an editable rate schedule (paid add-on) - Custom rate plans for any utility, not just EV-TOU-5 - Live view of the current rate and the next cheaper window - Automatic daily plan that places tasks in low-cost hours, with estimated savings - Alarms when it's time to start a task - Family accounts with invite codes and QR join links - 'Foreman' feedback character with AI-generated humor - History, settings, support desk and installable phone app ## Tech stack - TanStack Start (React SSR) - TypeScript - Tailwind / Radix UI - Lovable Cloud (Postgres, auth) - Lovable AI Gateway (vision bill reading) - Stripe payments - QR codes - Installable web app ## Notable components - Photo-to-rate-schedule extraction with a review step - Chore optimizer that places tasks in the cheapest windows - 'Foreman' personality layer with AI-generated humor ## Scope - Weekday, weekend and holiday rate rules modeled - 12 app screens, including scan, plan, history and family sharing - AI-read plans always shown for human review before saving ## Links - Live: https://timmysgrid.lovable.app ## Author Candace Hagood · Product & Quality Leader · AI Engineering
Skills demonstrated
Consumer UXRules modelingAI document extractionHabit & personality design
How the solution answers the problem
Watt's Next turns any utility's rate sheet into a schedule the family actually follows. AI reads the bill, the user confirms the plan, and the app places each chore in the cheapest window and reminds everyone when to start.
- ProblemEvery utility's rate sheet looks different.SolutionAI bill scan turns a photo into an editable rate plan, and custom plans cover any utility.
- ProblemNobody remembers which hours are cheap.SolutionA live view shows the current rate and the next cheaper window, with alarms at start time.
- ProblemOne person knows the plan; the household doesn't.SolutionFamily accounts with invite codes and QR join links share the same daily plan.
Measurable scope
- ·Weekday, weekend and holiday rate rules modeled
- ·12 app screens, including scan, plan, history and family sharing
- ·AI-read plans always shown for human review before saving
Notable & novel components
- ·Photo-to-rate-schedule extraction with a review step
- ·Chore optimizer that places tasks in the cheapest windows
- ·'Foreman' personality layer with AI-generated humor
Tech stack
TanStack Start (React SSR)TypeScriptTailwind / Radix UILovable Cloud (Postgres, auth)Lovable AI Gateway (vision bill reading)Stripe paymentsQR codesInstallable web app
Why it matters
Shows I can take a confusing rule set, let AI do the hard part, keep a human check on the result, and turn it into a friendly everyday tool.
How it works · From bill to cheaper day
- 01
Scan bill
AI reads the rate schedule from a photo
- 02
Review
User checks and edits the plan before saving
- 03
Pick chores
Laundry, EV, dishwasher, pool pump and more
- 04
Optimize
Tasks placed in the cheapest windows
- 05
Remind
Alarms and Foreman nudges, shared with family
Inside the app
Open live product ↗timmysgrid.lovable.app

