惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Martin Fowler
Martin Fowler
WordPress大学
WordPress大学
月光博客
月光博客
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
大猫的无限游戏
大猫的无限游戏
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
博客园 - 聂微东
Apple Machine Learning Research
Apple Machine Learning Research
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
雷峰网
雷峰网
小众软件
小众软件
酷 壳 – CoolShell
酷 壳 – CoolShell
博客园 - 叶小钗
美团技术团队
宝玉的分享
宝玉的分享
Hugging Face - Blog
Hugging Face - Blog
阮一峰的网络日志
阮一峰的网络日志
A
About on SuperTechFans
Jina AI
Jina AI
D
Docker
Last Week in AI
Last Week in AI
MongoDB | Blog
MongoDB | Blog
Stack Overflow Blog
Stack Overflow Blog
Microsoft Azure Blog
Microsoft Azure Blog

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant
We built a finance app that refuses to ask for your bank ...
niixolabs · 2026-05-17 · via DEV Community

niixolabs

The problem with most expense trackers

Most personal finance apps assume you'll hand over your bank credentials. The whole UX is designed around that assumption: connect your account, pull your transactions, done. That's a valid model — but there's a real subset of users who have made a deliberate choice to never give an OAuth token for their bank account to a third-party service.

moneasy was built for those users.

How logging works

Two paths. Say "moneasy 記録" to Siri and the voice input goes through Apple Speech. Or hold the camera up to a receipt — Vision OCR reads it, and Gemini 2.5 Flash handles the messier cases: Japanese receipts especially have abbreviations and format variations that need a language model to interpret reliably. Either way, the entry lands in SwiftData and syncs across devices via CloudKit.

The interaction is a few seconds. No account-linking screen, no permissions beyond camera and microphone.

The trade-off we're upfront about

No bank API means no automatic statement import. We say this plainly in the App Store description — surprising users with a limitation they care about is a worse outcome than losing them at the listing. CSV import is available for bulk historical data.

For the user who has never connected a bank account to any third-party app, the absence of that feature is the point of the app.

What ships

  • Voice input via Apple Speech + receipt OCR via Vision, with Gemini 2.5 Flash for parsing edge cases
  • SwiftData + CloudKit sync
  • 25 language support
  • 30-day free trial, then ¥450/month or ¥5,000/year

Finance is a crowded category. The wedge is narrow: voice input paired with a deliberate refusal to touch bank credentials.

moneasy on the App Store