Finance and accounting decision
Copilot Money
A capable developer can implement a useful self-hosted subset (account links, transactions, tagging, dashboards) but matching Copilot’s native apps, reliability at scale, and polished ML tagging would be costly and operationally heavy.
Visit website↗Open-source builds that already do this
Every project below is open source and already does this job today. Fork one, self-host it, or take the parts you need — the build prompt further down assumes an empty file, and this is the shortcut past that. Licences differ; check the one on each card before you ship.
What a replacement has to do
- Ingest user bank/credit accounts, pull transactions, auto-categorize/tag transactions, show dashboards (spending, budgets, net worth), and detect/track subscriptions.
What it still won’t have
- Polished native iPhone/iPad/Mac apps and platform-specific UX
- Production-hardened bank-link reliability and token management
- High-quality, continuously trained proprietary tagging model
- Scale, uptime, and operational incident response
- Design polish and marketing/brand trust
What remains hard
- Product polish and ongoing maintenance
First-year cost
Keep paying
Paying is—cheaper in year one.
On cash alone, building overtakes the subscription at 8 seats.
Money you would actually spend
Time you would spend
—
What you would spend
What we assumed
The verdict above measures whether you could build it. This one is only about money.
Runnable build prompt
Build a self-hosted minimal personal-finance web app using: Postgres, Node.js/Express backend, React frontend, and Plaid for account connectivity. Implement: (1) OAuth-style Plaid account linking and background job to fetch transactions; (2) transaction normalization and deduplication stored in Postgres; (3) a rule-based + small OpenAI/embedding classifier endpoint to auto-categorize transactions with manual override UI; (4) dashboards for balances, spending timeline, simple budgets (monthly buckets with rollovers), subscription detection, and net worth calculation; (5) background scheduler (cron) for periodic updates, and basic user auth (email + password). Out of scope: native iOS/macOS apps, advanced portfolio analytics, tax reporting, and merchant price aggregation. Include error handling for failed bank links and rate limits, unit and integration tests for fetch/normalize/categorize flows, Docker deployment, and a README with setup and environment variables.
How we checked
How the score was reached
- Partly verdict base52
- An open-source build was found+5
- 3 cited sources+3
- Price verified on pricing page+3
- 3/3 assessment runs agreed+4
- Evidence score67
The base comes from the verdict. Everything under it is a check that either happened or did not, and each one is a fact frozen in this record rather than a judgement made at render time — so the same evidence always produces the same number.
How scoring works →Cited sources · 3
Every page the run actually retrieved.
- official pricingCopilot Money — homepage
- open sourcefirefly-iii/firefly-iii
- open sourceactualbudget/actual
Integrity checks
What held up, and what did not.
