Return Ledger review
Free portfolio tracking tool with AI-powered PDF import for financial documents.
WireTensors rating
Time saved: Saves approximately 15–30 minutes per portfolio statement by automating PDF parsing and return calculation, though accuracy verification still requires manual review..
Key facts
| Tool | Return Ledger |
|---|---|
| Category | Productivity |
| Pricing | Free |
| Free tier | Yes |
| WireTensors rating | 2.5 / 5 |
| Best for | Individual investors and financial advisors who manage multiple client portfolios and need fast, error-checked return calculations from PDF statements. |
| Avoid if | You need tax reporting integration, institutional-grade accuracy guarantees, or vendor support for data errors. |
| Affiliate commission | Pending affiliate program review |
| Cookie window | N/A |
| Last verified | 2026-10-22 |
Overview
Return Ledger is a free, browser-based portfolio performance calculator that emphasises AI-powered import of financial documents. It targets the pain point of manual portfolio tracking: downloading PDFs from multiple brokers, copy-pasting holdings and transactions into a spreadsheet, and then computing returns. Return Ledger attempts to automate the first step—reading broker statements (PDF format) and extracting holdings, dividends, transactions, and cash flows—using unspecified AI methods. Once data is imported, the tool computes two standard portfolio metrics: TWR (Time-Weighted Return), which shows performance independent of cash flows, and XIRR (Internal Rate of Return), which accounts for the timing and size of deposits and withdrawals. The tool is entirely free and requires no account or subscription. Launch was via Show HN in October 2026 (1 point reception), reflecting very early-stage attention. There is no public documentation of AI model choice, PDF parsing accuracy, supported statement formats, or error recovery. The tool has no visible user base, case studies, or testimonials. Technically, it likely uses a generic PDF OCR or table-extraction library combined with rule-based or ML-based field mapping (e.g., identifying "Transaction Date", "Quantity", "Price"). The core calculation logic (TWR, XIRR) is deterministic and well-understood, so errors are more likely in data extraction than in math. Compared to established portfolio trackers (Personal Capital, Morningstar, or spreadsheet-based methods), Return Ledger is free but unproven and unmaintained. Integration with brokers (which would eliminate PDF friction entirely) is absent. The project shows promise for its narrow use case but needs validation: accuracy on real statements, support for common formats, and evidence of ongoing maintenance.
Pros
- Automates tedious PDF parsing for investment statements, reducing manual data entry
- TWR (Time-Weighted Return) and XIRR (Internal Rate of Return) calculations built in, eliminating spreadsheet math errors
- Genuinely free with no paywall, attractive to personal investors and DIY portfolio managers
Cons
- Minimal public visibility and user base; Hacker News reception was only 1 point, suggesting very early traction
- AI extraction accuracy from PDFs is highly variable and unverified; no documentation on supported statement formats or error handling
- Early-stage product with no clear roadmap or vendor stability; sustainability model unclear
Who it is for
- Best for: Individual investors and financial advisors who manage multiple client portfolios and need fast, error-checked return calculations from PDF statements..
- Avoid if: You need tax reporting integration, institutional-grade accuracy guarantees, or vendor support for data errors..
Who this is for
DIY personal investors tracking their own portfolio performance, financial advisors managing small numbers of client accounts, and individuals who manually compile returns from multiple custodians. Also useful for traders and active investors who want quick XIRR checks without spreadsheet setup. Anyone tired of copy-pasting from brokerage PDFs into Excel will find this relevant.
Who should skip this
Professional portfolio managers, institutional investors, and accountants should skip this—it lacks the audit trail, integration, and compliance features required for professional work. Anyone needing tax-ready reports, regulatory filings, or CPA audit support should use established platforms. Do not rely on this for official client reporting until it has maturity and audit history.
Verdict
Return Ledger addresses real friction in DIY portfolio management, but it is too new and unvalidated to trust with financial data. The AI extraction accuracy is unproven, and there is no guarantee the free service will persist. Use it for quick exploratory checks, not as your primary return-tracking system.
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Return Ledger FAQ
What is Return Ledger? +
Return Ledger is a free, browser-based portfolio performance calculator that emphasises AI-powered import of financial documents. It targets the pain point of manual portfolio tracking: downloading PDFs from multiple brokers, copy-pasting holdings and transactions into a spreadsheet, and then computing returns. Return Ledger attempts to automate the first step—reading broker statements (PDF format) and extracting holdings, dividends, transactions, and cash flows—using unspecified AI methods. Once data is imported, the tool computes two standard portfolio metrics: TWR (Time-Weighted Return), which shows performance independent of cash flows, and XIRR (Internal Rate of Return), which accounts for the timing and size of deposits and withdrawals. The tool is entirely free and requires no account or subscription. Launch was via Show HN in October 2026 (1 point reception), reflecting very early-stage attention. There is no public documentation of AI model choice, PDF parsing accuracy, supported statement formats, or error recovery. The tool has no visible user base, case studies, or testimonials. Technically, it likely uses a generic PDF OCR or table-extraction library combined with rule-based or ML-based field mapping (e.g., identifying "Transaction Date", "Quantity", "Price"). The core calculation logic (TWR, XIRR) is deterministic and well-understood, so errors are more likely in data extraction than in math. Compared to established portfolio trackers (Personal Capital, Morningstar, or spreadsheet-based methods), Return Ledger is free but unproven and unmaintained. Integration with brokers (which would eliminate PDF friction entirely) is absent. The project shows promise for its narrow use case but needs validation: accuracy on real statements, support for common formats, and evidence of ongoing maintenance.
How much does Return Ledger cost? +
Return Ledger pricing: Free. Always confirm current pricing on the official site, as plans change.
Does Return Ledger have a free tier? +
Yes. Return Ledger offers a free plan or free credits you can use to evaluate it.
What is Return Ledger best for? +
Individual investors and financial advisors who manage multiple client portfolios and need fast, error-checked return calculations from PDF statements..
When should you avoid Return Ledger? +
Avoid Return Ledger if: You need tax reporting integration, institutional-grade accuracy guarantees, or vendor support for data errors..
What are the main pros of Return Ledger? +
Automates tedious PDF parsing for investment statements, reducing manual data entry; TWR (Time-Weighted Return) and XIRR (Internal Rate of Return) calculations built in, eliminating spreadsheet math errors; Genuinely free with no paywall, attractive to personal investors and DIY portfolio managers.
What are the main cons of Return Ledger? +
Minimal public visibility and user base; Hacker News reception was only 1 point, suggesting very early traction; AI extraction accuracy from PDFs is highly variable and unverified; no documentation on supported statement formats or error handling; Early-stage product with no clear roadmap or vendor stability; sustainability model unclear.
Does Return Ledger have an affiliate program? +
No public affiliate program is listed for Return Ledger at the time of review.
How is Return Ledger rated? +
WireTensors rates Return Ledger 2.5 out of 5, based on capability, value, and fit for its intended use case.
What category does Return Ledger fall under? +
Return Ledger is categorised under productivity on WireTensors.
When was this Return Ledger review last verified? +
This review was last verified on 2026-10-22 against the vendor's official site.
Reviewed by Arjun Mehta
Editorial lead overseeing WireTensors' research, sourcing and verification process
Last verified:
Sources
- Return Ledger — official website — verified