Why Determinism Matters in AI Financial Analysis
LLMs are non-deterministic by design. Discover how Ask Linc separates AI reasoning from fixed calculations to ensure consistent, reproducible financial results.
Technology
Why Perplexity × Plaid Signals a Shift from Financial Dashboards to Financial Conversations
Perplexity's expanded Plaid integration points to a broader trend: intelligent finance, where AI answers questions grounded in your actual accounts and the broader market. Here's how Ask Linc is built for that shift.
Why We Switched to Claude and Gemini
Why Ask Linc moved from a single AI model to Claude for reasoning and Gemini for structured data — and the measurable difference it made for users.
Inside the Ask Linc Financial Reasoning Pipeline
A layer-by-layer breakdown of how Ask Linc separates LLM reasoning from deterministic calculations to deliver accurate, hallucination-free financial analysis.
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.
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.