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© 2026 Ancestors and Algorithms: AI for Genealogy
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Stuck on a family history brick wall? It's time to add the most powerful tool to your genealogy toolkit: Artificial Intelligence. Welcome to Ancestors and Algorithms, the definitive guide to revolutionizing your family tree research with AI.
Forget the hype and confusion. This isn't just another podcast about AI; this is your hands-on, step-by-step masterclass using AI. Each week, host and researcher Brian demystifies the technology and shows you exactly how to apply AI tools to find ancestors, analyze records, and solve your toughest genealogy puzzles.
We explore the incredible promise of AI while navigating its perils with an honest, practical approach. Learn to use AI as your personal research assistant—not a replacement for your own critical thinking.
Join us to learn how to:
- Break through brick walls using AI-driven analysis and data correlation.
- Transcribe old, hard-to-read documents, letters, and census records in minutes.
- Use ChatGPT, Gemini, and other Generative AI to draft biographies, summarize findings, and organize your research.
- Analyze DNA matches and historical records to uncover hidden family connections.
- Master prompts that get you accurate results and avoid AI "hallucinations."
- Discover the latest AI tech and digital tools for genealogists before anyone else.
Whether you're a beginner genealogist or a seasoned family historian, if you're ready to upgrade your research skills, this podcast is for you. Hit Follow now and turn AI into your ultimate secret weapon for uncovering your ancestry.
31 Episodes
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If you have been sitting on a pile of DNA matches with no idea how to make sense of them, this episode was made for you. Episode 26 of Ancestors and Algorithms tackles one of the most requested topics since the show launched: can you actually use artificial intelligence to help decode your DNA results without putting your family's genetic privacy at risk? The short answer is yes. But the HOW matters enormously, and most genealogists are either avoiding AI for DNA work out of fear, or diving i...
Discover how to find Australian convict ancestors and track family across international borders using free AI tools. Perfect for genealogists researching British, Irish, Scottish, or Australian family history. What You'll Learn: Track transported convicts from Britain to Australia (1788-1868) using AI-powered research techniques that work for ANY international genealogy challenge, German ancestors to Brazil, Irish to Canada, Italian to Argentina, or Scots to New Zealand. Featured Case Study: ...
Have you ever stared at a stack of genealogy documents knowing the answers are there, but unable to find them? That was me with a 47-page probate file from 1892. Three years I avoided it. Then I discovered Google NotebookLM, and twenty minutes later, I finally understood why two of my ancestors never spoke again. In this episode, I'm teaching you everything about NotebookLM for genealogy research, what it is, how it works, and why it's fundamentally different from ChatGPT or other AI tools yo...
Learn how to transform dry genealogy facts into compelling ancestor biographies using free AI tools. This complete AI writing tutorial teaches genealogists step-by-step how to use Claude, Perplexity, and ChatGPT to create family histories people actually want to read—without inventing a single fact. What You'll Learn: In this 35-minute genealogy AI workshop, discover the three-part system for writing ancestor biographies that makes family members ask for printed copies. Brian walks through th...
Three John Smiths. Same parish. Same occupation. All married to women named Mary. Which one is YOUR ancestor? If you research English or UK family history, you've hit this genealogy brick wall: multiple people with identical names in the same small community, and parish registers giving you almost nothing to tell them apart. This episode shows you exactly how to solve this using AI tools. THE CHALLENGE: I tackle one of the most common English genealogy problems, distinguishing between three J...
The Soldier Who Came Home Different: Using Free AI to Uncover PTSD in Civil War Records A Union soldier survived three years of brutal Civil War combat, witnessing battles where 30% of his regiment was killed or wounded. He came home physically unscathed. But something broke inside. His hands trembled. Thunder sent him into hiding. He woke screaming from battle nightmares. His wife said, "He's not the boy I married in 1861." In 1884, he applied for a disability pension. Doctors documented "ir...
Struggling to read your ancestor's handwriting? Spent hours squinting at impossible cursive in Civil War pension files, wills, letters, or family Bible records? Google's new Gemini 3 AI achieves expert-level handwriting transcription at 1.67% error rate—and it's completely free. In this comprehensive 35-minute tutorial, discover how to transcribe historical handwritten documents in minutes instead of hours. Learn the exact step-by-step process for accessing Google AI Studio, the precise promp...
Discover how AI signature analysis solved a 120-year-old genealogy mystery involving identity theft, mining deaths, and desperate immigrants in Pennsylvania coal country. This complete tutorial demonstrates using free AI tools—Gemini, Claude, Perplexity, and ChatGPT—to analyze handwriting, compare documents, and uncover hidden family secrets. THE MYSTERY: Two property deeds, same name, same land—but completely different signatures. One showed educated European penmanship, the other barely lit...
She had six children, a 33-year marriage, and witnesses who knew her as Mrs. Hoffman. So why couldn't this Civil War widow prove she was married? In this heartbreaking case study, we dive into a 173-page pension file that reveals how one missing piece of paper destroyed a family—and how FREE AI tools helped me uncover the devastating truth behind rejected widow pension applications. What You'll Discover in This Episode: ✅ The Shocking Reality of Civil War Pensions - Why thousands of widows we...
What if you could search through 2+ BILLION genealogy records in 30 seconds instead of spending hours browsing page by page? In this complete tutorial episode, you'll discover FamilySearch Full-Text Search—a free AI-powered tool that's revolutionizing how genealogists find their ancestors. This game-changing feature uses artificial intelligence to read handwriting in over 7,757 collections, making previously unsearchable records instantly discoverable. 🎯 WHAT YOU'LL LEARN: Getting Started (No...
Discover how to use the FAN Club method (Friends, Associates, Neighbors) combined with free AI tools to extract entire census neighborhoods into spreadsheets and find missing relatives. In this complete tutorial, I share exactly how I found my German immigrant ancestor's missing brother hiding five houses away on the 1910 census—after he'd been invisible for 115 years. What You'll Learn: How to extract 60+ people from census records into spreadsheets in under 10 minutes using free AI (Gemini ...
What if you could trace your immigrant ancestor from their American death certificate all the way back to their exact birthplace in the old country—in just six hours? In this complete case study episode, I share exactly how I did it using four AI tools strategically. This isn't theory. This is a real research journey I completed last week, tracing German immigrant Heinrich Mueller from his 1923 Pennsylvania death to his 1875 baptism in Stuttgart. I'm walking you through every tool I used, eve...
Staring at hundreds of DNA matches with no idea where to start? Wondering if AI can help solve your genealogy DNA mysteries? In this groundbreaking episode of Ancestors and Algorithms, discover how to safely combine DNA results with AI chatbots to revolutionize your family history research—without compromising anyone's privacy. What You'll Learn in This Episode: This comprehensive guide teaches genealogists exactly how to use AI tools like ChatGPT, Claude, Gemini, and Perplexity to analyze DN...
Are you using ChatGPT, Claude, Gemini, or Perplexity for genealogy research? AI hallucinations—when artificial intelligence confidently generates false information about your ancestors—represent one of the biggest dangers facing family historians today. Groundbreaking research from OpenAI published in September 2025 finally reveals WHY large language models make up plausible-but-false family history, and HOW you can prevent it with better prompting techniques. This essential episode teaches y...
Feeling overwhelmed by Perplexity AI? You're not alone. Most genealogists have heard about this powerful AI research tool but don't know where to start—or they've tried it once, got confused by all the buttons and options, and went right back to their comfort zone. But what if I told you that Perplexity AI could become your most powerful genealogy research tool? That it could help you solve brick walls that have stumped you for years? That it's actually FREE to use and doesn't require a paid ...
Discover how to use Claude by Anthropic for genealogy research in this comprehensive 40-minute tutorial. Learn to create living research plans with Artifacts, write compelling ancestor biographies, analyze complex documents, and choose the right Claude model (Sonnet 4.5, Sonnet 4, Opus) for your family history needs—90% available on the FREE plan! WHAT YOU'LL LEARN IN THIS EPISODE: Master Claude AI from beginner to advanced genealogist. This step-by-step guide covers account creation, the gam...
Master ChatGPT for genealogy research in 2025! This complete AI family history guide teaches beginners to advanced users how to leverage ChatGPT's powerful features—Projects, Canvas, Pulse, and Deep Research—for ancestor discovery and breaking genealogy brick walls. Discover how to use ChatGPT (the world's most popular large language model LLM chatbot with 200M+ users) as your AI genealogy research assistant. Learn proven prompting techniques for tracing ancestors, analyzing census records, d...
Conquer Handwriting Transcription with AI: Transkribus Complete Beginner's Guide for Genealogists Finally decode impossible ancestor handwriting! Join Brian on Ancestors and Algorithms as he conquers his own Transkribus intimidation and walks you step-by-step from complete beginner to confident user. Perfect for genealogists who've been avoiding this powerful AI handwriting recognition tool. What You'll Master: ✅ FREE Transkribus account setup (50 monthly credits = 25-50 pages) ✅ ...
Ever felt like you're missing the forest for the trees in your genealogy research? In Episode 8 of Ancestors and Algorithms, we're stepping back from individual brick walls to discover the hidden patterns across your entire family tree that could unlock whole branches of research. Brian shares a breakthrough story about spotting a massive migration pattern that had been hiding in plain sight for years – and how AI pattern recognition turned a stubborn brick wall into a research roadmap in jus...
Recovery, Verification, and Turning Disasters into Breakthroughs 🚨 THE EPISODE EVERY GENEALOGIST NEEDS TO HEAR What happens when AI confidently tells you your great-grandmother was a famous opera singer, your mysterious uncle was a Civil War spy, and your family has royal connections... and none of it is true? In this extended 35-minute episode, we dive deep into the uncomfortable reality of AI hallucinations in genealogy research. With current AI error rates reaching 27-79% in certain scena...
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