Insights

Context and Collaboration: The Meta-Skill of Building Excel Models with AI

Verification: The Discipline That Separates Amateurs from Professionals

Iteration: The Art of Refinement

Specification: Closing the Gap Between Your Mind and the Model

Decomposition: Why Building Everything at Once Fails

The Craft of Building Excel Models with LLMs

The Performance Architect’s Guide

The Financial Analyst’s Diagnostic Guide

Why models go wrong?

If you are a financial analyst in 2025, you are likely already using AI. But you are probably doing it the hard way.

Stop Typing, Start Analyzing

The Modern Step-by-Step Guide

Automating the time-killer of financial modeling in real estate

Compare the top 5 AI tools for Excel financial modeling. See which delivers audit-ready formulas for real estate underwriting versus "black box" answers.

Learn how to use AI for Excel and ChatGPT for Excel without plugins or data leaks. Covers Copilot, secure file-based automation, and real workflows for finance and real estate pros.

Why Manual Data Entry Is Costing You Deals (And How to Fix It)

A New Ceiling for Real Estate Intelligence

How Credit Works

A Comprehensive Textbook for Aspiring Professionals

With an AI-driven due diligence checklist, you gain institutional-level precision while saving time and avoiding costly errors.

Software companies are like car factories. LLM companies are refineries.

Being the smartest person in the room isn’t optional. It’s your edge. And with Apers, it’s your default.

How leading investment managers are scaling AUM with institutional precision by expanding intelligence, not infrastructure.

Reshaping what a lean investment team can achieve.

From the Details to the Big Table