From Macro Context to Personal Insights: A New Layer of Portfolio Intelligence
Ask Linc combines live market data with your actual brokerage holdings to deliver personalized portfolio analysis, stress testing, and retirement projections.
Ethan Teng
How We Built a Model-Routing Architecture for Financial AI
See how Ask Linc routes queries between Claude and Gemini using a deterministic calculation engine — a technical deep-dive into our multi-model AI architecture.
How Ask Linc Protects Your Financial Data
Learn exactly how Ask Linc keeps your banking, investment, and property data private — including our dual-layer anonymization system, AES-256-GCM encryption, and read-only account access.
Why AI Apps Should Stop Using a Single Model
Single-model AI apps are inefficient and brittle. See why routing each query to the right model optimizes accuracy, cost, and reliability for production products.
Show the Math: How Ask Linc Makes AI Financial Analysis Transparent
Ask Linc’s “Show the Math” feature exposes the full AI reasoning pipeline so users can verify calculations, prompts, and financial data used in each answer.
How Ask Linc Prevents “Hallucinated Numbers” in AI Financial Advice
Most AI financial tools hallucinate numbers. Ask Linc avoids this by grounding analysis in real financial data, step-by-step calculations, and AI validation.
Financial Planning for Millennials: How to Build Wealth in an AI-Driven World
Millennials need more than budgeting apps. Learn how AI-driven modeling, portfolio stress tests, and unified account views are transforming wealth building.