In this episode of Yet Another Value Podcast, host Andrew Walker speaks with Nic Bustamante, founder of FinTool, an AI-powered platform designed for equity analysts and investors. They probe how AI is transforming investment workflows, from memo creation to screening and qualitative analysis. Nic shares examples of institutional adoption, discusses nuanced challenges like bias in management conversations, and forecasts how AI could evolve investor roles. Whether you're deeply entrenched in AI or just starting out, this episode provides grounded insights into its growing role in finance.

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[00:00:00] Andrew introduces podcast and guest

[00:01:50] Nic explains AI task delegation

[00:04:10] Home Depot memo AI example

[00:06:59] Uploading memos to train AI

[00:08:13] Pattern matching with past investments

[00:10:39] Small sample size challenges

[00:13:10] Buffett’s approach vs. LLM potential

[00:16:08] Investing skill shifts with AI

[00:18:00] Qualitative work amplified by AI

[00:21:19] Gumshoe research vs. AI insights

[00:23:21] Amplifying analyst strengths with AI

[00:25:59] AI freeing up research time

[00:27:37] Future of autonomous investment agents

[00:30:10] Training AI with personal track record

[00:31:59] Data diversity needed for edge

[00:33:38] Qualitative investing with AI portfolios

[00:36:02] AI advantages in news trading

[00:37:36] Losing insight through automation

[00:39:21] Hybrid strategy using AI summaries

[00:41:40] Identifying non-standard compensation

[00:42:53] Spotting off-cycle stock grants

[00:45:36] Edge cases needing human oversight

[00:47:48] Tesla and extreme market narratives

[00:49:22] Fragility of company valuations

[00:51:16] Reliability of company filings

[00:53:31] Expanding Fintool’s data sources

[00:54:11] When and why to upload documents

[00:56:25] Private data and unique uploads

[00:58:14] Bias risk from selective inputs

[00:59:38] Recording calls for richer context

[01:00:23] Generating insightful questions with AI

[01:01:35] Framing management conversations for AI

[01:02:49] Extracting insight through competitor focus

[01:03:46] Using peers to understand companies

[01:04:43] Keeping pace with fast AI evolution

[01:07:02] AI as necessary but not sufficient

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FinTool:https://fintool.com/