Atlas

AI Chatbot QA Fixes: Scorecard & Lessons (Part 3 of 3)

The complete scorecard, every fix we made, empathy testing results (perfect scores), and what we learned about testing AI in finance — including why.

AI Financial Assistant: Privacy and Model Choice

See how to use AI with financial data while controlling model selection, API keys, and privacy boundaries in production workflows.

AI-Powered Net Worth Forecasting: See Where You're Headed

Clarity extends your net worth chart into the future using ML forecasting with uncertainty bands — so you can see not just where you've been, but where you're going.

Anomaly Detection: How Clarity Spots Unusual Spending

Clarity uses time-series ML's quantile predictions to automatically flag when your spending falls outside expected ranges — catching billing errors, fraud, and habit changes early.

Building a Personal Finance Dashboard That Actually Works

Most finance apps show you numbers. A real dashboard shows you what to do next. Here's what separates useful from useless.

How AI Cash Flow Forecasting Works in Clarity

Clarity uses a time-series foundation model to predict your daily spending with confidence intervals — replacing flat-rate projections with ML that captures weekly patterns and seasonal trends.

How Clarity Predicts Your Next Bill Amount

Variable bills like utilities and usage-based subscriptions are hard to budget for. Clarity uses ML to predict the next charge amount from your payment history.

How to Track Your Net Worth in 2026

A practical guide to tracking net worth across bank accounts, investments, crypto, and real estate — and why most spreadsheets fall short.

How We QA-Test Our AI Financial Chatbot: The Framework (Part 1 of 3)

The 39-test QA framework we built to evaluate Clarity's AI financial chatbot — 7 evaluation dimensions, a full test case library, and a 1–5 scoring rubric.

Semantic Transaction Search: Find Transactions by Meaning, Not Just Keywords

Clarity uses semantic embeddings and cosine similarity to let you search transactions with natural language — find 'that expensive dinner in December' or 'subscription I forgot about' without knowing the exact merchant name.

Smarter Spending Predictions with Machine Learning

How Clarity predicts your month-end spending using actual spending patterns instead of simple math — with confidence ranges so you know the best and worst case.

The Hidden Cost of Forgotten Subscriptions

Most people waste $273/year on subscriptions they forgot about. Streaming services, gym memberships, software trials — they add up fast.

Track Prediction Markets in 2026

Understand Polymarket, Kalshi, and Limitless workflows and track prediction market positions with clearer portfolio context.

Voice Input for AI Financial Chat: Ask Clarity Out Loud

How Clarity's voice input works in AI chat, why speech lowers friction for financial questions, and how audio is handled securely.

What Is the CFA Charter? The Complete Guide

Everything you need to know about the CFA credential — history, exam structure, CFA vs MBA comparison, career paths, global recognition, and ROI analysis.