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Live nowSeason 1 ยท Episode 5 ยท GPS
AI

Statement

Reconciles bank statements against invoices across three file formats. Built for Receipts โ€” build something that makes a messy pile of documents answerable. CSV, PDF, and OFX parsing plus fuzzy matching. The interface is deliberately narrow: one path, done properly, rather than a broad surface that half-works at the deadline.

Nadia RahmanSubmitted โ€”58.1/ 100
๐Ÿ”ฅ 51๐Ÿš€ 31๐Ÿคฏ 5

Gallery

Screens

Statement โ€” main view

Statement โ€” result state

On the clock

What shipped, what didn't

Completed in time

CSV, PDF, and OFX parsing plus fuzzy matching.

Unfinished / faked

Fuzzy matcher over-matches on round numbers.

Obstacles

Rate limits hit at minute 20 and forced a caching layer I hadn't planned for.

Lessons learned

Test the demo path once at minute 25. I didn't, and it showed.

Process

Prompting approach

Started from a single system prompt describing the user and their constraint, then iterated with the assistant on the Statement data model before writing any interface code. Full prompt log is in the repository under /prompts.

Fairness

Disclosures

Declared by the builder at submission time, visible to judges before scoring.

Pre-existing code reusedDisclosed

Reused a personal utility file for date formatting (~40 lines), linked in the repo README.

Template or boilerplate usedNone
CollaboratorsSolo
Work before the build windowNone

Judging

Public feedback

Judges' private notes stay private โ€” this is what they chose to say publicly.

Elena Voss

VP of Engineering, Harbor Compute

Good instinct on the problem. I would have liked to see the model doing more of the reasoning rather than formatting output.

Claudia Reyes

Staff Engineer, Vantage Analytics

Nice work under the clock. The unfinished list is longer than the finished one, but what shipped works and you were straight about it.

Hana Kobayashi

Principal Research Engineer, Independent

Solid build with a clear user in mind. The interface is doing less than it could โ€” a second pass on hierarchy would lift this considerably.

Discussion

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