Building AI Agents | Part 12: Building an AI Agent Start to Finish

V7
937 views October 7, 2025

In the final, capstone episode of our series, we bring everything together to show you how to build a sophisticated Financial Analysis Agent from start to finish. This is a complete, practical walkthrough demonstrating how the concepts from the previous 11 videos combine to create an enterprise-grade AI solution without writing any code. Follow along as we build a real-world agent designed to process complex Real Estate Offering Memorandums (OMs). You'll see the entire process, including: - Creating a new agent from scratch. - Defining all the necessary properties and data types for financial analysis (Text, Number, Single/Multi-Select, Collections, JSON). - Crafting a sequence of precise prompts using different techniques—from simple Role-Task-Format (RTF) for basic extractions to advanced reasoning prompts for nuanced summaries. - The iterative process of testing, QA, and refining the agent to handle real-world document variations and edge cases. - Combining LLM extractions with calculated fields to derive key metrics and produce a final, comprehensive Executive Summary. This end-to-end build is the perfect final project to solidify your understanding and equip you with the skills to build powerful AI agents for your own business needs. 0:00 - Introduction: Building an Agent From Start to Finish 1:20 - The Build Begins: Processing Offering Memorandums 2:36 - Defining Properties & Simple Prompts (Role-Task-Format) for Clean Extractions 7:04 - Handling Complex Data with Single/Multi-Select Properties 14:41 - Using Collections for Structured Data (e.g., Tenants, Lots) 29:21 - Extracting Financial Data (NOI, Cap Rate, etc.) and Zoning Information 31:37 - Advanced Reasoning & Summarization (Market Analysis Summary) 42:40 - Chaining Properties for Complex Logic (Investment Recommendation) 43:40 - Generating a Final Executive Summary 46:16 - The Importance of Iteration & QA 46:55 - The 80/20 Rule of Agent Building (and Getting to 100%) Find out more on how V7 Go's AI Agents can help your business: https://www.v7labs.com/go/agents Learn more about V7 - https://www.v7labs.com Follow us on LinkedIn: https://www.linkedin.com/company/v7labs/ Follow us on X (formerly Twitter): https://twitter.com/V7Labs #AIagents #FinancialAnalysis #AIforFinance #RealEstateTech #PropTech #DocumentAutomation #V7Go #AgenticAI #PromptEngineering #GenerativeAI #LLMs

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