Most utility bills are arithmetically correct (fewer than 3% errors), the average recovery is $50-200, and the consumer checks once and leaves, so there's no recurring revenue. Maintaining a parseable database of every US utility's tiered/TOU/surcharge rate schedule is a perpetual treadmill, and Leanstral/Lean 4 proofs are irrelevant theatre for the actual problem. Maintaining ingestion parsers for thousands of different utility companies' constantly changing rate schedules and complex PDF billing formats is an endless maintenance treadmill that will crush a solo founder.
BillProof
PIVOT · 47/100. Real demand, but the shape needs to change.
Most utility bills are arithmetically correct (fewer than 3% errors), the average recovery is $50-200, and the consumer checks once and leaves, so there's no recurring revenue. Maintaining a parseable database of every US utility's tiered/TOU/surcharge rate schedule is a perpetual treadmill, and Leanstral/Lean 4 proofs are irrelevant theatre for the actual problem. Maintaining ingestion parsers for thousands of different utility companies' constantly changing rate schedules and complex PDF billing formats is an endless maintenance treadmill that will crush a solo founder.
Energy consultants who currently audit bills manually pay a monthly seat for the reconstruction engine (recurring pro buyer), since the consumer side is one-shot. 20 homeowners with >$200 utility bills pay a $50 deposit to have their recent bills deterministically audited.
Consumer trust in institutional pricing claims has cratered — a post titled 'Cutting Fuel With Ethanol Will Bring Down Gas Prices — We're Not Buying It' hit 3,956 upvotes with 471 comments of pure skepticism. Even retail employees are questioning their own companies: 'Anyone else worried about these price cuts?' drew 543 upvotes and 434 comments from workers who see the pricing manipulation from the inside. This distrust is justified but actionless: consumers FEEL they're being overcharged but can't PROVE it. Utility bills are the perfect crystallization of this asymmetry — tiered rates,…
PIVOT at 47/100 on Skeptral. The kill-shot: “Most utility bills are arithmetically correct (fewer than 3% errors), the average recovery is $50-200, and the consumer checks once and leaves, so there's no…”
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