Proof of Usefulness Report

PLOT - Household Budgeting

Analysis completed on 2/20/2026

+48
Proof of Usefulness Score
You're In Business

PLOT addresses a genuine, high-friction problem in household finance ('the household chancellor' dynamic) with a clear, privacy-focused value proposition. However, the project is in a very early embryonic stage (<20 users), placing it firmly in the 'Minimal Traction' category. Its primary current proof of usefulness lies in its validation of the 'AI-assisted solo founder' development model, demonstrated by its low-cost production stack (£30/mo). While the real-world utility for future users is promising, current impact is negligible.

Ready to Compete for $150k+ in Prizes?

Move this data into a HackerNoon blog draft to become eligible for your share of $150k+ in cash and software prizes

View All Reports

Score Breakdown

Real World Utility+18.75
Audience Reach Impact+2.0
Technical Innovation+7.5
Evidence Of Traction+2.5
Market Timing Relevance+6.0
Functional Completeness+5.4
Subtotal+42.15
Usefulness Multiplierx1.15
Final Score+48

Project Details

Project URL
Description
PLOT helps couples stop arguing about money by eliminating the "household chancellor" dynamic where one person manages everything and the other asks permission. Built for £30/month with AI tools, it lets both partners see household finances and plan together in a 15-minute monthly ritual, replacing years of spreadsheet frustration with shared control and independence.
Audience Reach
PLOT currently has <20 beta users testing the core budgeting module. The target audience is couples in the UK managing separate bank accounts (estimated 8-12 million households). We're opening to 100 founding members in Q1 2026, then expanding to general availability. The blog post announcing PLOT has been shared on HackerNews, reaching the developer and product management community.
Target Users
PLOT is for couples managing household finances with separate bank accounts who want to coordinate without creating a power imbalance. Specifically, it helps the exhausted "household chancellor" (the person managing the budget spreadsheet while their partner asks "can we afford this?") share that responsibility. It's also useful for individuals managing complex household finances who want privacy-first budgeting without banking app surveillance. Our beta users are primarily UK couples aged 25-40, cohabiting or married, who previously managed finances through spreadsheets or fragmented apps.
Technologies
Other, Next.js 14, Supabase (Postgres + Auth + RLS), TurboRepo, Tailwind CSS, shadcn/ui, Vercel, PostHog, Cursor (AI coding tool), Claude Sonnet (AI coding assistant), Gemini (architecture assistant), Aikido (security monitoring), Dependabot, PostHog, Resend, Git (CoPilot), Akaido, Polar
Traction Evidence
PLOT is in private beta with <20 users testing the core Money module. Since the product requires monthly engagement (payday ritual), we're measuring success by cycle completion rather than vanity metrics. Current state: plotbudget.com (beta access only) Projections for Q1 2026: - 100 founding members (pay-what-you-like model) - 50%+ monthly active usage (users completing payday ritual each cycle) - Expansion from Money module to Tasks & Calendar modules based on user feedback Built entirely for £30/month using AI tools (Cursor, Claude Sonnet, Gemini), proving solo founders can now ship production SaaS at near-zero cost. This validates the "AI-assisted solo founder" model discussed in the accompanying blog post. Expected traction drivers: - SEO (blog posts targeting "household budget for couples", "manage money as a couple") - Direct outreach to couples experiencing the "household chancellor" problem - Word-of-mouth from founding members (each household represents 2 users) - HackerNews/developer community (AI development approach resonates with technical audience) Target: 500 active households by end of 2026, with each module launch validated by founding member demand before building. Blog posts: https://plotbudget.com/blog/ai-coding-part-1-why-i-stopped-feeling-guilty https://plotbudget.com/blog/how-to-manage-money-as-a-couple LinkedIn engagement with the idea: https://www.linkedin.com/posts/adam-b-b7547712b_buildinpublic-privacy-fintech-share-7405371122273185792-ppjp?utm_source=share&utm_medium=member_desktop&rcm=ACoAAB_tTMkBM_uCzB6dVOXtxgCES1fv9p4tlIg https://www.linkedin.com/posts/adam-b-b7547712b_buildinpublic-fintech-couplegoals-ugcPost-7415006549619986432-g8O0?utm_source=share&utm_medium=member_desktop&rcm=ACoAAB_tTMkBM_uCzB6dVOXtxgCES1fv9p4tlIg https://www.linkedin.com/posts/adam-b-b7547712b_buildinpublic-fintech-uxresearch-share-7424062694216994817-E9fg?utm_source=share&utm_medium=member_desktop&rcm=ACoAAB_tTMkBM_uCzB6dVOXtxgCES1fv9p4tlIg

Algorithm Insights

Market Position
Growing utility with room for optimization
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline