Finance pain points

What people report in Finance

Reconciling, reporting and re-keying fill the working week here, and the largest crowd is in Manual Bookkeeping Work: 431 people, 263 who say it costs them, 44 who pay or would, 38% at least weekly. Of the 19 pain points in this field, it is the biggest of those listed. Small businesses and bookkeepers move transactions through disconnected tools. A filing portal rejects JSON with validation errors and offers no easy filing API; Excel struggles once the data is messy; Python setups are technical and slow; AI invents transactions; and the booking software needs its own sign-in, with a password that lapses.

Reports come next. Manual Recurring Reports (364 people, 72% weekly) falls on Analysts and managers, who pull and compile reports by copy and paste because tools do not talk to each other and an old system stands in the way, yet only 10 pay or would. Manual Power BI Development (261 people, 16 payers) and Fragile Shared Excel Workbooks (245 people, 3 payers) show the spreadsheet side: no dependable local backup or way to undo report edits in Power BI, no automatic deployment of them, workbooks that hide how a figure was reached, and Power Query that gets stuck.

A cluster around documents also draws payers. Messy PDF Data Extraction has 222 people and 24 payers; Unreliable PDF to JSON has 221 people and 79% weekly, for RAG and document pipeline developers; Manual Invoice Processing has 214 people, 143 who say it costs them and 18 payers. Text that wraps onto several lines gets scattered, columns slip, and OCR and conversion tools break on untidy layouts. Docling gets the grid but loses the meaning. Invoice tools misread numbers, dates and amounts; ZoneCapture is called inaccurate and slow with poor support, Charted costly, and a custom script that reaches just 96% accuracy.

At the other end, AI Agent Audit Trails (251 people, 150 cost) has only 2 who pay or would, and AI Automations Add Overhead (225 people, 86% weekly) has 14. Scattered Trading Research (259 people, 28 payers) describes Traders and finance analysts handing full broker credentials to outside tools, with no public APIs and no OFX or QIF support. Most named tools: Excel, Claude, Power BI, Power Query, Google Sheets, SharePoint, QuickBooks and Xero.

Manual Bookkeeping Work has the most people and the most payers of the pain points listed, so it is the broadest base to build on. Messy PDF Data Extraction is the narrower route, with payers (24) behind a failure anyone can see: a table that breaks across columns.