Financial Report Conversion for AI Analysis
Turn 10-Ks, 10-Qs, trial balances, and Excel workbooks into clean Markdown that Claude, ChatGPT, and Gemini can summarize, compare, and analyze. Every line item in the right column, every footnote attached to the right line.
Files auto-deleted within 12 hours. Never used to train AI. SOC review available for enterprise.
Drop files or paste a link to a file
Click to choose, drag and drop, or paste a file URL
PDF 10-Ks and 10-Qs, Excel model packs, CSV trial balances — all handled. Multi-tab workbooks each get their own section.
Why raw financial files break AI analysis
Financial documents are some of the hardest to parse. Conversion fixes the structure before the AI ever sees it.
- ✕Multi-column statements
Columns for prior year, current year, variance, and percent change get flattened into one stream that no longer aligns with labels.
- ✕Footnotes and parentheticals
Restatements, segment reconciliations, and GAAP vs non-GAAP bridges drift away from the line items they belong to.
- ✕Multi-tab workbooks
IS, BS, CF, MD&A, and assumptions tabs merge into one long stream, so the AI cannot tell where one section ends and the next begins.
- ✕Merged cells and subtotals
Trial balances confuse parsers, which treat merged rows as blanks or duplicate labels.
- ✕Scanned or historical filings
Private-company memos and older filings are often image-based PDFs with no selectable text.
- ✕Repeated report headers
Disclaimers and page numbers repeat on every page and consume context without adding information.
What finance teams actually do with this
Seven use cases that save hours every reporting cycle.
Quarterly earnings summaries
Paste a 10-Q into Claude and ask for revenue, margin, FCF, guidance changes, and management commentary highlights. One-page summary in 30 seconds.
Peer benchmarking
Convert 5 public filings, then ask AI for a comp table: revenue growth, margins, leverage, FCF conversion. Half-day to ten minutes.
Trial balance variance analysis
Convert the month-end TB and ask for the largest month-over-month swings with candidate drivers. First-pass workpaper starter.
Accounting policy diffs
Compare revenue recognition or segment disclosure language across targets. Useful for audit planning and quality-of-earnings.
Audit workpaper prep
Convert supporting contracts and invoices alongside trial balance excerpts. AI drafts the narrative; you review and sign.
Credit memo review
For lenders: convert covenant certificates and financial statements. AI flags runway and red-flag trends.
Board deck prep
Feed your model pack and draft MD&A. AI surfaces the three biggest narrative changes this quarter in plain English.
Multi-tab Excel model?
Every sheet becomes its own Markdown section. Formulas resolve to values so the AI reads what the model actually produces, not the underlying expressions. Excel conversions average 70% token savings versus raw CSV export.
From finance teams using this today
Quoted with titles only for confidentiality.
“The peer comp table that used to take a half-day now takes twenty minutes. The Markdown output is clean enough that Claude gets the numbers right on the first pass.”
— FP&A manager · SaaS public company
“Trial balance variance analysis is the use case that closed it for me. The AI-drafted workpaper narrative is a genuine time saver on close.”
— Controller · Mid-market manufacturing
“I run every 10-Q for my portfolio through this before I read the filing. The one-page summary gives me the right starting point for the deeper read.”
— Buy-side analyst · Long-only fund
Related reading for finance teams
Deeper guides on earnings analysis, audit workflows, and API scale-out.
Convert Financial Statements for AI Analysis
Full 10-min guide: seven use cases, an income-statement before/after, six ready prompts, and a 7-item FAQ.
ReadHow Markdown Saves 60% on AI API Costs (Real Numbers)
Dollar-level math on PDFs, Excel, and PowerPoint at GPT-4o, Claude, and Gemini prices. 5-tab Excel model saves 71%.
ReadExcel to Markdown for ChatGPT
How to prep spreadsheets for better AI analysis without losing table structure.
ReadExcel conversion page
Features, pricing, and FAQ specific to Excel workbooks.
ReadPDF conversion page
Features, pricing, and FAQ specific to PDF filings (10-Ks, 10-Qs, reports).
ReadEnterprise & compliance options
SOC, DPA, single-tenant processing for audit teams and funds.
ReadRun your next 10-Q through this
Convert a sample filing above, or start your 2-day free trial and move your full comp set or portfolio pack onto the API.
2-day free trial: Starts the Starter plan (500 conversions/month, 100 MB files, API access) free. Card required · Cancel anytime before your 48 hours are up.
See pricing: Compare plans and the batch API for running full comp sets, portfolio reviews, or closing cycles at scale.