Ancestors and Algorithms: AI for Genealogy

Brian

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.

  1. 6d ago

    Ep. 46: The Paper Son - Chinese Roots and AI | Cracking a Chinese Exclusion Act Case

    During the Chinese Exclusion Act, one immigrant's 200-page federal case file was built to hide his real name, and nearly succeeded. For sixty-one years, the Chinese Exclusion Act barred an entire ethnicity from immigrating to the United States, with one narrow exception: the children of Chinese American citizens. That loophole created the "paper son" system, families with no blood relation to a citizen buying a purchased identity, memorizing a stranger's village and household, and surviving a formal cross-examination at Angel Island to get through the door. In this episode, we follow one of those case files: two hundred pages of coached interrogation testimony, hand-drawn maps, and a personal letter in Chinese that the government never meant to be evidence of anything except fraud, and that turned out to hold the truth instead. This episode is for you if you're researching Chinese American genealogy, tracing an ancestor from the Chinese Exclusion Act era (1882 to 1943), working with Angel Island immigration case files, searching for a "paper son" or "paper daughter" identity in your family tree, dealing with Cantonese or Toishanese surname romanization, or trying to translate a handwritten document in a language you don't read yourself. We show our work with three AI tools, each doing a specific job. Claude builds a side-by-side comparison table across two separately-taken interrogation testimonies and flags exactly where a coached story starts to crack under pressure. Gemini, through the free AI Studio, transcribes and translates a handwritten Chinese-language letter, the piece of the file that finally answers who this man really was. Perplexity, through the free Comet browser, tracks down the historical context and points us to a real, free resource for identifying an ancestral Chinese village: the Friends of Roots Village Database. For my Australian and UK listeners, this record type has real cousins in your own archives. Australia ran its own version of exclusion through the Immigration Restriction Act of 1901, and Chinese residents needed a Certificate Exempting from Dictation Test just to leave the country and come home again, records held today by the National Archives of Australia. In the UK, the parallel runs through the Aliens Act of 1905 and the Home Office alien registration files held at The National Archives in Kew. Same instinct, different door, same kind of file left behind. Honest outcome: this is an Unexpected Discovery. We find the real answer, but it is not the answer four generations of one family believed about themselves. The Chinese Exclusion Act was state racism enacted as law, and this episode treats that history, and the resourcefulness it took to survive it, with the weight it deserves, not as a plot twist. Want to go deeper than the free episode? The Companion Guide includes twelve advanced AI prompts and full workflows for this exact kind of case: spotting a coached interrogation, verifying a translation you can't read yourself, and building a properly cited research file. Patreon members also get five intermediate prompts built around real, verified record collections for Chinese Exclusion Act research, including where files are actually held, how to search around a broken index, and how to tell the National Archives from USCIS before you send a request to the wrong agency. Find all of it, and every episode, at ancestorsandai.com. Connect with Ancestors and Algorithms: 📧 Email: ancestorsandai@gmail.com 🌐 Website: https://ancestorsandai.com/ 📘 Facebook Group: Ancestors and Algorithms: AI for Genealogy - www.facebook.com/groups/ancestorsandalgorithms/ Golden Rule Reminder: AI is your research assistant, not your researcher. Join our Facebook group to share your AI genealogy breakthroughs, ask questions, and connect with fellow family historians who are embracing the future of genealogy research! New episodes every Tuesday. Subscribe so you never miss the latest AI tools and techniques for family history research.

  2. Jul 7

    Ep. 45: The Name on the Draft Card

    A single 1917 WWI draft card, plus a naturalization petition filed seven years later, reveal an Italian immigrant's real birth name. This is a real, start-to-finish example of using AI for genealogy research, ChatGPT, Claude, and NotebookLM working together to solve it. If you've searched "AI genealogy tools," "ChatGPT for family history," or "how to use AI to research my ancestors" and wondered where to start, this episode is a full case study, not just a list of tips. This episode is for you if: Your family tree has a name that stops dead, no ship, no naturalization record, no story past "he arrived already American"You've heard about using ChatGPT, Claude, or NotebookLM for genealogy but haven't seen a real research case worked start to finishYou've searched FamilySearch and come up empty, and want to know what a zero-result search actually meansYou're researching Italian ancestry and want to understand how and why immigrant names changed in AmericaWhat you'll learn: How to use ChatGPT to generate a ranked list of likely name-Americanization patterns, instead of guessing at a single translationWhy NotebookLM's source-grounded, citation-backed answers can flag a real gap in your own family's paper trailHow to pivot a genealogy search from a dead-end name to a birthdate-and-birthplace search when FamilySearch's Full-Text Search returns nothingHow Claude compares two historical documents filed under two different names and states an honest confidence level, not a guessWhy a WWI draft registration card is one of the most specific, most overlooked genealogy records for cracking identity mysteriesAustralian and UK listeners: this same AI-assisted approach works on Australia's WWI attestation papers through the National Archives of Australia and on naturalization and denization records through The National Archives, both of which ask many of the same identity-cracking questions this draft card did. The honest outcome: this is a Full Breakthrough. The mystery resolves completely, with both identities confirmed on a single naturalization document, using the Genealogical Proof Standard's own methodology, Exhaustive Research, Analysis and Correlation, and Resolution of Conflicting Evidence, done with AI as the research assistant, never the researcher. Want to go deeper? The Companion Guide for this episode includes advanced ChatGPT, Claude, NotebookLM, Gemini, and Perplexity prompts for building a full name-Americanization search list, a complete multi-record pivot workflow, and a GPS Research Checklist built specifically for identity and name-change genealogy cases. Find it, along with every episode of Ancestors and Algorithms, our AI genealogy podcast, at ancestorsandai.com. Connect with Ancestors and Algorithms: 📧 Email: ancestorsandai@gmail.com 🌐 Website: https://ancestorsandai.com/ 📘 Facebook Group: Ancestors and Algorithms: AI for Genealogy - www.facebook.com/groups/ancestorsandalgorithms/ Golden Rule Reminder: AI is your research assistant, not your researcher. Join our Facebook group to share your AI genealogy breakthroughs, ask questions, and connect with fellow family historians who are embracing the future of genealogy research! New episodes every Tuesday. Subscribe so you never miss the latest AI tools and techniques for family history research.

  3. Jun 30

    Ep. 44: The Email That Gets Results - AI Archive Correspondence in English and German

    Use ChatGPT, Perplexity, and Claude to email any archive in the world, including drafting a formal German-language request, in under 15 minutes. Most genealogists stop when online records run out. But the records you need are often one professional email away, whether it is a US county courthouse or a German Catholic archive that has been keeping baptism registers since the 1500s. Brian demonstrates a complete AI workflow: ChatGPT maps what records exist and what to ask for, Perplexity finds the right archive and its current email address, and Claude drafts the correspondence in English or formal German with a full translation included. The episode's key teaching moment: Bavarian civil registration did not begin until January 1, 1876. A Catholic birth from 1858 is a church record, not a civil one, and knowing which archive to email changes everything. What you'll learn: How to find any archive's current email address using PerplexityThe difference between German Standesamt civil records and pre-1876 Catholic church records (Taufbuch)How Claude drafts a formal German email with a full English translationWhat a complete US courthouse probate request looks like and why specificity gets resultsHow ChatGPT maps every record type that might exist before you draft a single wordThis episode is for you if you have searched: "how to email a German archive for genealogy records," "how to get the original probate file from a courthouse," or "can AI write a genealogy email in German." All three tools work on free tiers. Australian and UK researchers: the same approach applies to German, Italian, and Irish diocesan archives, with Claude drafting in the correct language, and works equally well for The National Archives (UK) and Australian state archive correspondence. Outcome: Full breakthrough. Both emails are drafted and ready to send. Companion Guide members receive 12 advanced prompts and a complete email template library in German, Italian, French, and Polish. Details at ancestorsandai.com. Connect with Ancestors and Algorithms: 📧 Email: ancestorsandai@gmail.com 🌐 Website: https://ancestorsandai.com/ 📘 Facebook Group: Ancestors and Algorithms: AI for Genealogy - www.facebook.com/groups/ancestorsandalgorithms/ Golden Rule Reminder: AI is your research assistant, not your researcher. Join our Facebook group to share your AI genealogy breakthroughs, ask questions, and connect with fellow family historians who are embracing the future of genealogy research! New episodes every Tuesday. Subscribe so you never miss the latest AI tools and techniques for family history research.

  4. Jun 23

    Ep. 43: Crossing the U.S. Border - Hispanic Roots and AI

    Three AI tools, one 1866 Mexican parish register, and the family  that a U.S. census reduced to a single word: México. Brian traces composite ancestor Esteban Vasquez through two Arizona  census records where birthplace reads only "México" and no  naturalization record exists. The research pivots to FamilySearch's  Mexico-Sonora Catholic Church records, a collection covering roughly  21 specific parishes from the mid-1600s onward, and finds the 1866  baptismal entry that names his parents and the mother's maiden  surname no American record ever recorded. Three tools, each matched to the job: Perplexity and Comet map the  Mexican archive landscape before the search begins. Gemini via AI  Studio transcribes a handwritten Spanish-language baptismal record.  Claude correlates the transcription against census data and  identifies the parents, the two-surname naming convention, and the  compadrazgo (godparent) network as the next research thread. Copy-paste prompts for all three tools. Clear explanations of  FamilySearch's Sonora Catholic records, the Registro Civil, and how  to navigate Mexican archives when your census says only "born Mexico." This episode is for you if you search: AI tools for Hispanic  genealogy, FamilySearch Mexico Catholic records, Sonora parish  registers, Spanish handwriting transcription AI, how to find Mexican  ancestors, Registro Civil research, two-surname genealogy research. For Australian and UK listeners: the same three-tool workflow applies  to Catholic parish research in Ireland, England, and Scotland through  Findmypast's Catholic Heritage Archive and the National Library of  Ireland at registers.nli.ie. Full Breakthrough. The 1866 baptismal record names the parents. The  research moves forward. Advanced prompts and the full Companion Guide at ancestorsandai.com. Connect with Ancestors and Algorithms: 📧 Email: ancestorsandai@gmail.com 🌐 Website: https://ancestorsandai.com/ 📘 Facebook Group: Ancestors and Algorithms: AI for Genealogy - www.facebook.com/groups/ancestorsandalgorithms/ Golden Rule Reminder: AI is your research assistant, not your researcher. Join our Facebook group to share your AI genealogy breakthroughs, ask questions, and connect with fellow family historians who are embracing the future of genealogy research! New episodes every Tuesday. Subscribe so you never miss the latest AI tools and techniques for family history research.

  5. Jun 16

    Ep. 42: Writing the Proof - How AI Helps You Make Your Case

    You can write a genealogical proof argument using 3 AI tools in one afternoon: NotebookLM organizes your evidence, Claude drafts and stress-tests the argument, and ChatGPT reviews it for plain-language clarity. This is the GPS Mini-Series capstone on Element 5. What you'll learn: The three-part proof argument structure: Statement to be Proved, Evidence Presentation, Analysis and ReasoningHow to prompt NotebookLM to surface inconsistencies in your sources before you write a single sentenceHow to ask Claude to draft an argument that flags its own logical weak pointsHow to run a clarity review so the argument holds up for anyone who inherits your researchThe difference between a proof statement, proof summary, and full proof argumentThis episode is for you if you search: how to write a genealogical proof argument, GPS Element 5, NotebookLM genealogy, Claude for genealogy research, AI tools for family history writing, BCG proof argument, Genealogical Proof Standard tutorial, genealogy AI workflow. Outcome: Full Breakthrough. Two genuine source inconsistencies resolved. One finished, submission-quality argument. The AI held the pen. The standard was Brian's to meet. Australian and UK researchers: the Genealogical Proof Standard is recognized across the English-speaking genealogical world. The Society of Australian Genealogists (sag.org.au) and the Society of Genealogists (sog.org.uk) both publish compatible research standards for your records. Patreon members get the Companion Guide: 12 advanced prompts, a GPS Research Checklist, and a full multi-step workflow from raw sources to finished argument. Everything else is at ancestorsandai.com. Connect with Ancestors and Algorithms: 📧 Email: ancestorsandai@gmail.com 🌐 Website: https://ancestorsandai.com/ 📘 Facebook Group: Ancestors and Algorithms: AI for Genealogy - www.facebook.com/groups/ancestorsandalgorithms/ Golden Rule Reminder: AI is your research assistant, not your researcher. Join our Facebook group to share your AI genealogy breakthroughs, ask questions, and connect with fellow family historians who are embracing the future of genealogy research! New episodes every Tuesday. Subscribe so you never miss the latest AI tools and techniques for family history research.

  6. Jun 9

    Ep. 41: Tracing Enslaved Ancestors with AI | Using Perplexity, Claude, NotebookLM, and ChatGPT to Navigate the 1870 Wall

    Brian uses 4 AI tools to trace a formerly enslaved Mississippi ancestor across 6 record collections and through the 1870 Wall. This is what African American genealogy research looks like when AI and the Genealogical Proof Standard work together. If your ancestor was enslaved, the census did not record their name before 1870. Every year before that belongs to a completely different research strategy, and today you will learn exactly what that strategy looks like in action. What you will learn in this episode: How to use Perplexity to map the specific records that survived in your ancestor's county before you search a single databaseHow to use Claude to analyze Freedmen's Bureau documents, labor contracts, and estate inventories for clues you would otherwise missHow to upload multiple documents to NotebookLM and build a source-grounded evidentiary timeline that only draws on what you can actually proveHow to use ChatGPT to brainstorm every explanation for why an ancestor disappears from the record after 1880How to use the 1860 slave schedule and probate records to connect a formerly enslaved ancestor to a specific property before emancipationWhat the FAN club method (Family, Associates, and Neighbors) looks like in this era, and why it is the primary tool for breaking through the 1870 WallWhy the Freedman's Bank records on FamilySearch are free to search and can contain more personal detail than a dozen census entries combinedWhat honest research in this area looks like, including what AI cannot do, and what the silence in these records actually meansThis episode ends as a partial answer. The wall is thinner. It is not gone. That honesty is the point. For Australian and UK researchers: these techniques apply directly to Aboriginal and Torres Strait Islander ancestry research through AIATSIS and state records offices, and to British colonial slavery research through the Legacies of British Slavery database at UCL and The National Archives at Kew. The Companion Guide includes 12 advanced prompts for African American genealogy research, a multi-step 1870 Wall workflow, a GPS Research Checklist, and a guide to every Freedmen's Bureau record type. Available to Patreon members at ancestorsandai.com. Connect with Ancestors and Algorithms: 📧 Email: ancestorsandai@gmail.com 🌐 Website: https://ancestorsandai.com/ 📘 Facebook Group: Ancestors and Algorithms: AI for Genealogy - www.facebook.com/groups/ancestorsandalgorithms/ Golden Rule Reminder: AI is your research assistant, not your researcher. Join our Facebook group to share your AI genealogy breakthroughs, ask questions, and connect with fellow family historians who are embracing the future of genealogy research! New episodes every Tuesday. Subscribe so you never miss the latest AI tools and techniques for family history research.

  7. Jun 2

    Ep. 40: Seven Heirs - How AI Decodes a Tennessee Probate Mystery

    You've found the estate settlement. You've counted the heirs in the distribution sheet. And the math doesn't add up. Nine children appear in the 1860 census. Seven names appear in the 1874 settlement. Two heirs are gone with no explanation, no death notation, and no trace in the legal record. That is where this episode begins. Probate records are among the most underused sources in American genealogy. When an ancestor died without a will, the intestate settlement process required the court to document every legal heir by law. When someone is missing from that list, there is always a reason. This episode shows you how to find it. In Episode 40 of Ancestors and Algorithms, host Brian works through an 1870s Tennessee intestate estate using four AI tools: Claude, Perplexity, ChatGPT, and NotebookLM. Step by step, prompt by prompt, you watch AI transform a dense 19th-century legal document into a focused research roadmap for tracing missing heirs. WHAT YOU'LL LEARN: How to use Claude to analyze a probate distribution sheet and surface the anomalies that are easy to read past, including a buried legal clause that completely changed the research direction. How to use Perplexity to research historical intestate succession law so you understand exactly why a legal heir might be absent from an estate settlement with no death record to explain it. How to use ChatGPT to generate every plausible reason a family member might be missing from a probate document, including scenarios most researchers never consider: daughters recorded only under married surnames, guardianship proceedings filed separately from the estate, and creditor debt attachment. How to use NotebookLM to cross-reference census records, tax lists, and estate documents together and identify what the evidence actually establishes versus what you are inferring. THIS EPISODE IS FOR YOU IF: Your ancestor's probate distribution lists fewer heirs than the census records suggest there should be. You are facing a 19th-century estate settlement full of archaic legal terms you cannot parse. You research Tennessee ancestry from the Civil War era through the early 1900s. An ancestor disappeared from the records after a death in the family and you have no idea where to look next. You want to see exact, copy-paste AI prompts designed for genealogy research before trying them yourself.The outcome is honest: this mystery is not fully solved. The research produced two legally grounded theories and identified a precise next record set in a physical archive that has not yet been digitized. Sometimes the win is knowing exactly where to look. That is real genealogy. TOOLS: Claude, Perplexity, ChatGPT, NotebookLM RECORDS: Intestate estate settlements, distribution sheets, probate inventories, Tennessee county tax records, FamilySearch Tennessee Probate Court Files 1795-1955 GPS: All five elements of the Genealogical Proof Standard Companion Guide and free resources at ancestorsandai.com. Connect with Ancestors and Algorithms: 📧 Email: ancestorsandai@gmail.com 🌐 Website: https://ancestorsandai.com/ 📘 Facebook Group: Ancestors and Algorithms: AI for Genealogy - www.facebook.com/groups/ancestorsandalgorithms/ Golden Rule Reminder: AI is your research assistant, not your researcher. Join our Facebook group to share your AI genealogy breakthroughs, ask questions, and connect with fellow family historians who are embracing the future of genealogy research! New episodes every Tuesday. Subscribe so you never miss the latest AI tools and techniques for family history research.

  8. May 26

    Ep. 39: Norwegian Genealogy - AI Solves the Patronymic Mystery

    If you can't find your Norwegian ancestor in genealogy records, the problem is almost certainly the name. Norway used a patronymic naming system until 1923, meaning most Norwegian-Americans carried completely different surnames in their homeland than the names their families kept in America. A woman who appears in Minnesota records as Astrid Solberg was never called Astrid Solberg in Norway. Not once. In this episode of Ancestors and Algorithms, host Brian works through a complete AI-powered research workflow that starts with a blank Digitalarkivet search result and ends with a specific farm in Kviteseid parish, Telemark, demonstrating exactly how four free AI tools can crack open a Norwegian line that seemed impossible to trace. What you will learn: Why Norwegian-American surnames like Halverson, Solberg, and Olson look nothing like the matching Norwegian record, and the exact naming logic that makes every transformation predictable once you understand it. How to search Digitalarkivet, Norway's free national digital archive, using correct Norwegian naming conventions instead of the American surname that returns zero results. How to use Perplexity to build a research map of a specific Norwegian parish before opening a single record, so you know exactly what exists, what is missing, and where to look next. How to use Gemini 3 Pro in Google AI Studio to transcribe handwritten 19th-century Norwegian census pages and emigration departure lists in old Norwegian script. How to use Claude to compare documents from two countries and build a structured evidence table that shows exactly what has been proven and what is still missing. How to use NotebookLM to construct a GPS-compliant evidence argument and determine honestly whether your identification is proven, probable, or still open. This episode covers Norway's 1865 and 1875 census records, kirkebøker (parish registers), and afgangslister (emigration departure lists), all free on Digitalarkivet. The workflow applies to Norwegian ancestors from any region: Telemark, Hordaland, Rogaland, Trøndelag, Vestlandet, or Østlandet. The outcome of this research is a partial answer. A strong, evidence-based case pointing to the right family, with one link in the chain still unconfirmed. That is what honest genealogy research looks like, and this episode shows you exactly how to get there and what to do next. If your Norwegian line has gone cold because the name does not match, this is exactly where to start. Companion Guide and advanced prompts available for members at ancestorsandai.com. Free for all listeners to begin today. Connect with Ancestors and Algorithms: 📧 Email: ancestorsandai@gmail.com 🌐 Website: https://ancestorsandai.com/ 📘 Facebook Group: Ancestors and Algorithms: AI for Genealogy - www.facebook.com/groups/ancestorsandalgorithms/ Golden Rule Reminder: AI is your research assistant, not your researcher. Join our Facebook group to share your AI genealogy breakthroughs, ask questions, and connect with fellow family historians who are embracing the future of genealogy research! New episodes every Tuesday. Subscribe so you never miss the latest AI tools and techniques for family history research.

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About

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.

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