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How AI Has Impacted Genealogy Research
August 1, 2026
 
 
Intermediate-Advanced Article

How AI Has Impacted Genealogy Research  - 2026 Update
 
Artificial intelligence has completely transformed genealogy, shifting the field from slow, manual record-trawling to rapid data synthesis and analysis. All of the various genealogy online platforms such as Ancestry, FamilySearch, FindMyPast and MyHeritage rely heavily on machine learning to process billions of historical documents.  Here are some prime examples of how the various platforms help enhance the genealogy research experience.

1.  AI improves the readability of faded, damaged, or low-quality historical images.
2.  AI can translate records written in foreign languages and older forms of handwriting.
3.  AI helps summarize lengthy documents, making them easier to review.
4.  AI can extract names, dates, places, and relationships from genealogical records.
5.  AI assists researchers by suggesting research strategies and identifying possible record
      collections.
6.  AI can compare information from multiple documents to identify possible matches and
      inconsistencies.
7.  AI speeds up the organization and analysis of large collections of genealogical data.
8.  AI-generated results should always be verified against original historical records and
      reliable sources.
9.  AI is a research aid, not a substitute for careful genealogical analysis and source
      documentation.
 
Based on their usefulness for serious genealogical research rather than general AI chat, these are among the best AI tools currently available.
 
AI Tool        Best Uses for Genealogy                              Strengths
 
ChatGPT
Research planning, record interpretation, timelines, family histories, proof arguments
Excellent at analyzing evidence, organizing research, explaining historical context
 
Claude
Reading long documents, writing biographies, analyzing research notes
Excellent with large documents and lengthy research projects
 
Google Gemini
Image analysis, handwriting interpretation, translations
Very good with historical images and multilingual documents
 
Perplexity
Finding sources and current genealogy references
Provides web citations and links to original sources
 
Microsoft Copilot
General historical research and web searches
Integrates well with Microsoft Office and Bing
 
 
 
 
AI Tools Designed Specifically for Genealogy
 Tool                Best Uses
My Heritage
Photo restoration, colorization, document transcription, historical handwriting interpretation, and family history features. Recent AI additions include advanced document analysis.
Ancestry
AI-assisted record transcription, photo recognition, document translation, and record discovery. AI now assists with much of Ancestry's record digitization.
KinProof
Extracts people, dates, places, and relationships from parish registers, vital records, and historical manuscripts while linking every conclusion back to the original source.
 
Best AI Tool Broken Down By Specific Tasks
 
1. Planning a research strategy: ChatGPT
 2. Breaking through a brick wall: ChatGPT + Perplexity
 3. Reading old handwriting: MyHeritage AI, KinProof, Gemini
 4. Writing family biographies: Claude or ChatGPT
 5. Transcribing handwritten documents: MyHeritage AI, KinProof
 6. Translating foreign records: ChatGPT or Gemini
 7. Historical context: ChatGPT or Perplexity
 8. Organizing research notes: Claude or ChatGPT
 
Most Effective Combination of Research Options
 
1. FamilySearch for free historical records.
 2. Ancestry, FindMyPast or MyHeritage for subscription record collections.
 3. ChatGPT for analysis, planning, and writing.
 4. Perplexity for finding additional sources and recent information.
 5. KinProof or MyHeritage AI for transcribing difficult historical documents.
 
Based on feedback I have seen on various webinars and comments from representatives that work with patrons at multiple FamilySearch centers, this combination covers nearly every stage of genealogical research—from locating records to interpreting evidence and preparing written conclusions.  The one caveat that researchers must never forget is that while AI serves as a powerful research assistant, humans remain essential for final verification and critical thinking.
 
Here are some additional resources that cover this topic. 
 
Books
Fitzgerald, Dennis.  Ancestry.com Frequently Asked Questions: Genealogical Reference Resource.   2024.  Genealogy (G) 929.1028 Fitzgerald.
https://leecofl.na4.iiivega.com/search/card?id=915e186c-9eb8-5773-994b-c5c1c0cbe751&entityType=FormatGroup
 
------------------------.  FamilySearch FAQ: Genealogical Reference Resource.  2024.  Genealogy (G) 929.1028 Fitzgerald.
https://leecofl.na4.iiivega.com/search/card?id=4814a424-297d-5bfd-9ea4-c580390e9d8c&entityType=FormatGroup
 
MacEntee, Thomas.  AI and Genealogy : Practical Guide to Summarizing, Transcribing, and Translating Historical Documents.  2024  Genealogy (G) 929.1072 MacEntee
https://leecofl.na4.iiivega.com/search/card?id=fcf67400-723b-51db-b8e3-04a67b986a32&entityType=FormatGroup
 
-------------------------------.  Insider's Ancestry.com Guide : Tips and Tricks for Deep-Dive Genealogy Research.  2025  Genealogy (G) 929.3 MacEntee
https://leecofl.na4.iiivega.com/search/card?id=a86105b5-734f-5a0f-9972-aab0ddfe6777&entityType=FormatGroup
 
Marks, Kenneth.  Finding Your Ancestors For Free: Your Guide to the best Online Genealogy Archives, Collections, and Websites.  2022.  Genealogy (G) 929.1028 Marks
https://leecofl.na4.iiivega.com/search/card?id=99438feb-1659-5075-b76f-5266ee14b186&entityType=FormatGroup
 
Palmer, Dana Ann.  Ultimate Guide to Mastering FamilySearch.  2025. Genealogy (G) 929.1 Palmer
https://leecofl.na4.iiivega.com/search?query=Palmer,%20Dana%20Ann&searchType=everything&pageSize=10
 
Internet
Facebook.  Genealogy Help Group.  What is the Best AI for Discussing Ancestry and Genealogy?  https://www.facebook.com/groups/301972524265572/posts/1672682160527928/
 
Wiki Tree.com.  G2G: Question of the Week: How Do You Use AI in Your Genealogy Research?  2025.
https://www.wikitree.com/g2g/2005595/question-of-the-week-how-do-you-use-ai-your-genealogy-research

Allen, Denyse.    The Ultimate 2025 AI Guide for Genealogy Research.   2025
https://denyseallen.substack.com/p/ai-tool-comparison-genealogy-2025

Tanner, Abby.  FamilySearch.  AI Developments in Genealogy and How They Impact You.    2026
https://www.familysearch.org/en/blog/ai-developments-genealogy
 
You Tube
Family Tree Support.  RootsTech 2026: The AI Revolution in Genealogy – Are These Tools Actually Useful?  You Tube 2026 8 minutes. 
Artificial Intelligence is rapidly entering the world of genealogy, and RootsTech 2026 made one thing very clear — AI is becoming a powerful new tool for family historians. In this video, we begin a new series exploring the biggest announcements from RootsTech 2026 and what they actually mean for genealogists. Many sessions at the conference highlighted how artificial intelligence is being used to assist researchers with tasks like analyzing historical records, transcribing handwritten documents, translating foreign-language records, and even suggesting research strategies.  https://www.youtube.com/watch?v=W-I7514r3qk

Allen, Densye. Chronicle Makers.  The 4 Most Useful 2026 AI Tools for Genealogy.  2025  You Tube 16 minutes. 
Stuck on a genealogy brick wall or drowning in documents? In this video I show the exact AI toolkit I use and what each tool is best at so you can research smarter, write faster, and stop guessing where to start with AI.  https://www.youtube.com/watch?v=hyD3Q0sz5Kg

 

------------------------------------------.  2026: The Year AI Takes Over Genealogy Research.  2026 You Tube 11 minutes. 
After three years of working with AI for genealogy research and writing, I'm sharing my predictions for how AI will transform family history work in 2026. From every researcher having AI assistants to an explosion of published family stories (just in time for America's 250th anniversary!) to finally ending the genealogist vs. family historian debate. I've already seen the future and hope you join in.  https://www.youtube.com/watch?v=A8-64WKtHOw
 
Cooke, Lisa Louise. Genealogy Gems.   10 Powerful AI Prompts for Genealogy.                                  2025  You Tube 16 minutes.
Did you know that a simple tweak to your Artificial Intelligence chatbot prompt can dramatically improve the results that you get? Why just have it write or transcribe a document when there’s potentially so much more that you can accomplish? Here are 10 powerful prompt add-ons that I use all the time that can help you get clearer answers, deeper insights, and even creative inspiration for your genealogy work. These are easy to remember, practical to use, and perfect for anyone who wants to get more value from their AI assistant. Work smarter, not harder on your family history!  https://www.youtube.com/watch?v=g_pkESN4Ptk
 
-----------------------------------------------------.  10 AI Vocabulary Terms Genealogists Need to Know.
2025  You Tube  18 minutes. 
Unlock the power of AI for your genealogy research and everyday life with this beginner-friendly guide to 10 essential AI terms! In this video, Lisa Louise Cooke from the Genealogy Gems Podcast breaks down must-know vocabulary like Artificial Intelligence, Chatbots, Large Language Models (LLMs), Prompt Engineering, Hallucination, and more — all explained in plain English, with real genealogy examples you can use right away. Whether you're using tools like ChatGPT, Google Gemini, or Claude, understanding these terms will help you ask better questions, avoid common pitfalls, and get more accurate, helpful results from AI.
https://www.youtube.com/watch?v=NO1pp4Bzt2o
 
 
Bryan L. Mulcahy
Reference-Genealogy Librarian
Fort Myers Regional Library
bmulcahy@leegov.com
7/3/2026


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