Tuesday, March 31, 2026

Prompts for Drafting Research Plans

Here are plug‑and‑play prompts you can use (or adapt) to have AI draft genealogy research plans that still keep you in control.familysearch+4


1. Core “research plan from question” prompt

Use this when you already have a reasonably clear objective.

I am a genealogist working to standards. Based on the Genealogical Proof Standard (reasonably exhaustive research, correlation and analysis, conflict resolution, written conclusion), help me draft a focused research plan for this problem.

Research question: [state in one sentence, e.g., “Who were the parents of Jonathan Taylor, born about 1820 in X County, Y State?”]hcplonline+2

Known information and context (include citations inline or in brackets):
– [Brief bullet list of known facts, with sources]
– [Summarize any prior negative searches]

Constraints:
– Time period: [years]
– Locations/jurisdictions: [town/county/state or country; mention boundary changes if relevant]bcgcertification
– Language(s) in records: [if applicable]

Please:

  1. Restate the research objective clearly.

  2. Identify key record types and repositories likely to answer the question, given time and place.

  3. Propose a prioritized, step‑by‑step research plan that:
    – groups related record types together,
    – notes the jurisdiction or repository for each,
    – explains why each step is likely to help,
    – distinguishes on‑site, digital, and “not yet digitized” collections.

  4. Flag any obvious gaps in the current information that should be addressed before executing the plan.americanancestors+2


2. Prompt to refine an existing draft plan

Use this after you’ve sketched a plan yourself.

I have drafted a genealogy research plan for the following question: [insert question].

Here is my current plan:
[Paste your numbered steps and notes.]

Please review this plan as if you were a peer genealogist:
– Identify any missing record types or jurisdictions I should consider for this time and place.
– Suggest a more logical order for the steps to improve efficiency.
– Point out steps that may be too vague, and recommend how to make them more specific (record set, time span, repository).
– Note where I should explicitly include searches for relatives, associates, and neighbors rather than just the focal person.familyhistoryfanatics+2


3. “Fresh eyes” prompt from a full summary

Use this when you have several pages of prior work and need a new plan that builds on it, not replaces it.

I am working on this genealogical problem: [research question].

Below is a summary of known facts, prior research, and key citations. Please read it as background only; do not repeat it back to me.
[Paste your background section, summary of known facts, and prior research review.]familylocket+1

Based on this context, draft a research plan that:
– Starts with a one‑sentence research objective.
– Gives a “Summary of known facts and working hypothesis” in 3–6 bullet points.
– Lists potential sources to consult, grouped by record type (vital, land, probate, tax, court, church, military, etc.).
– For each group, recommends specific collections (e.g., at FamilySearch, Ancestry, local archives) appropriate to the time and place.
– Prioritizes the order of searching, with 1–2 sentences explaining the reasoning behind each group of steps.familysearch+3


4. Locality‑specific planning prompt

Use this when the main uncertainty is “what even exists for this place and time?”

I need help designing a genealogical research plan that is realistic for this locality and time period.

Research question: [short question].
Person/family of interest: [name(s), approximate dates, religion if relevant to record sets].
Locality and timeframe: [describe town/county/state or country and years, noting boundary changes if known].

Please:

  1. Outline the major record types that exist or typically exist for this locality and period (civil registration, church, land, probate, tax, census, military, city directories, newspapers, etc.).

  2. For each record type, suggest at least one example repository or catalog to check (e.g., national archive, state archive, county clerk, diocesan archive, FamilySearch catalog).theoccasionalgenealogist+2

  3. Propose a prioritized plan of 8–15 steps, stating:
    – record type and jurisdiction,
    – specific collection or catalog entry where possible,
    – the exact search target (who or what I’m looking for),
    – how the findings could confirm, refine, or disprove the current hypothesis.


5. Brick‑wall “diagnostic” plan prompt

Use when you suspect the plan itself is the problem.

I have a longstanding brick‑wall problem in my genealogical research.

Research question: [one sentence, as specific as possible, including identity, relationship, time, and place].hcplonline+1
Summary of attempts so far (records searched, time periods, and jurisdictions):
– [Bullets of what you tried and what you found, including negative searches.]
Working hypothesis (may be wrong):
– [1–2 sentences.]

Please:
– Analyze my prior work and identify likely weaknesses (e.g., too narrow a time frame, missed jurisdictions, underused record types).
– Suggest 10–20 additional, concrete research steps that broaden the scope (different associates, jurisdictions, time periods, or methodologies), ordered by likelihood of payoff vs. effort.
– Highlight any steps that probably require on‑site or archival research rather than online searches.genohistory+2


6. Teaching/demo prompt for a class or blog

Use when you want AI to help produce a “model plan” you can annotate in teaching.

I’m preparing a teaching example of a genealogy research plan for students.

Please create a sample plan (not based on real living people) that:
– Starts with a clear research question.
– Includes a short “Review of previous research” with 4–6 bullet points.
– Has a “Working hypothesis” section with one concise statement.
– Lists 10–15 planned research steps with record type, jurisdiction, and repository.
– Shows good practice in scope, prioritization, and use of relatives/associates, consistent with the Genealogical Proof Standard.legacytree+2

Present the result in sections labeled: Objective, Summary of Known Facts, Working Hypothesis, Research Plan, and Next Steps.


7. Short “micro‑plan” prompt for one repository visit

Use this for a courthouse, archive, or limited‑time online collection.

I have a specific repository/website visit coming up and want a focused genealogy research plan just for this visit.

Research question: [one sentence].
Repository or website: [name; include catalog link if you like].
Time available: [e.g., “3 hours in person,” “one evening online”].

Please:
– Suggest a prioritized list of 5–12 specific items or collections to target during this visit, based on the question.
– For each, specify call numbers, catalog entries, or collection titles where possible, and define a clear search objective (name(s), date ranges, places).
– Include a brief note for each step indicating what kind of evidence I should extract (identifying information, relationships, neighbors, FANs) and how I should record negative searches.americanancestors+1


Share one of your current research questions (even in brief form), and ask the AI to tailor one of these prompts exactly. Then copy and paste the prompt into your preferred AI research assistant.

 

31 March 2026

 
Here’s today’s concise AI + genealogy briefing for March 31, 2026.readaboutai

1. Major AI model and tool updates (last 24–48 hours)

  • Frontier labs are shifting from flashy demos (like video models) toward enterprise-grade agents, coding tools, and long-context reasoning, which directly benefits research-heavy work such as genealogy.digitalapplied+1

  • March has brought three major flagship releases into general use: GPT‑5.4 (Standard, Thinking, Pro), Gemini 3.1 Ultra, and Grok 4.20, all emphasizing larger context windows, stronger factual grounding, and better real-time or web-connected behavior.mean+1

  • Long-context is now effectively “production ready”: models with 1–2 million token windows are stable enough to ingest entire research logs, multi-generation narratives, and stacks of PDFs without losing the “middle of the story.”digitalapplied+1

  • Gemini’s recent updates emphasize native multimodal reasoning (text + images + audio) and an integrated code-execution sandbox, which can support data wrangling for spreadsheets of DNA matches, timelines, and place-name variants inside a single workspace.youtubedigitalapplied

  • Grok 4.20 focuses on current-events factuality and real-time web, making it attractive for monitoring living-relative obituaries, news about archives, and sudden repository website changes.digitalapplied

  • Research-oriented tools are increasingly integrating citation-first AI search (Perplexity and similar tools), giving researchers faster access to sourced answers instead of opaque “black box” prose.aitoolsguide

For your own stack as a genealogist: this is an excellent moment to lean into long-context models for document sets, plus a citation-focused research assistant for anything that touches the live web.aitoolsguide+1


2. Twenty+ concrete AI use cases in genealogy (ready to try)

Each of these is something a working genealogist or family history blogger can realistically test this week with mainstream AI tools.

  1. Drafting research plans from a problem statement
    Paste a clear research question (e.g., “Identify the parents of X, b. 1843 in Y, known records include…”) and ask the model to draft a stepwise research plan grounded in relevant record types and jurisdictions.

  2. Building locality and repository guides
    Feed AI a list of counties, time periods, and known repositories, then have it assemble a structured locality guide with sections for civil registration, land, probate, tax, newspapers, and archival collections, which you can then fact-check and refine.

  3. Explaining obscure record types for clients
    Ask the AI to explain, in client‑friendly language, what a specific record set is (e.g., chancery court records, manorial rolls, Freedmen’s Bureau records) and why it matters, then adapt that explanation into your report or blog post.

  4. Transcribing difficult handwriting (as a first pass)
    Use an image-capable model to create a draft transcription of 19th‑century deeds, wills, or parish registers, then proofread and correct line by line, keeping your edited version as the authoritative text.

  5. Generating side‑by‑side translations
    Paste the transcription of a non‑English record (e.g., German church entry, Spanish civil registration) and ask for a literal line-by-line translation plus a smoother “narrative” translation you can use in client explanations.

  6. Abstracting and indexing long documents
    Have AI turn a multi-page deed or will into a structured abstract listing parties, relationships, dates, places, consideration, and witnesses, suitable for inclusion in a research log or report.

  7. Creating correlation tables across conflicting sources
    Give the AI excerpts from multiple census entries, vital records, and city directories and ask it to build a comparison table that lists each claimed fact, the source, and how they align or conflict.

  8. Drafting written conclusions from your notes
    Paste your bulleted analysis and citations and ask the model to produce a formal genealogical proof summary or short report section in your voice, then edit for nuance and standards.

  9. Generating client‑ready timelines
    Provide a list of events with dates, places, and citations; have AI reorder, standardize place formats, and turn it into a readable narrative or table that highlights migration patterns and gaps.

  10. Clarifying complex legal phrasing
    Paste a dense land or court record and ask the AI to paraphrase each clause in plain English while preserving the legal meaning, which you can then compare to the original.

  11. Suggesting negative search write‑ups
    When you have “no results” in a set of indexes or collections, ask AI to help phrase those negative findings clearly and systematically for reports and research logs.

  12. Brainstorming alternate name and place variants
    Give it a surname, origins, and time period and ask for plausible spelling variants, phonetic equivalents, and nearby place-name variants to feed into your search strategy.

  13. Rewriting reports for different audiences
    Paste a technical proof argument and ask the AI to create: (a) a short client summary, and (b) a family‑friendly blog post, while preserving the key conclusions and source list.

  14. Turning research logs into narrative posts
    Export a segment of your research log and have the AI convert it into a story-format blog post that walks readers through “the hunt” while you add screenshots and source images.

  15. Designing course outlines and handouts
    Ask AI to help structure a 4‑week genealogy class (e.g., “Using Land Records in the South”), then refine learning objectives, weekly topics, and suggested exercises based on your own expertise.

  16. Creating quiz questions and exercises
    Feed AI a lesson outline or blog post and ask it to produce short quizzes, case-study prompts, or practice exercises your students can use to reinforce key concepts.

  17. Summarizing entire books or articles for quick review
    For public‑domain works or materials you can lawfully use, paste sections into a long-context model and ask for chapter summaries, key methodologies, and ideas to adapt to your own teaching.

  18. Drafting “how‑to” checklists for blog readers
    Have AI convert your narrative explanation of a method (e.g., “correlate city directories, censuses, and draft cards in urban research”) into a numbered checklist or printable guide.

  19. Idea generation for blog series and newsletters
    Provide your niche (e.g., “African American genealogy in Reconstruction‑era Mississippi” or “Midwestern farm families 1850–1920”) and ask for a 12‑post series outline with working titles and key teaching points.

  20. Converting narrative trees into ahnentafel or register format
    Paste a narrative family story and ask the AI to restructure it into formal ahnentafel or modified register format, which you can then correct and cite properly.

  21. Drafting correspondence to archives and record offices
    Give AI the details of a needed record, known references, and repository; have it draft a concise, polite request letter or email that you can send after reviewing.

  22. Standardizing place names and dates across notes
    Paste messy notes from multiple sessions and ask the AI to normalize dates (day-month-year), expand abbreviations, and standardize place names while preserving the original versions in a separate column.

  23. Helping outline DNA explanation sections (without doing the actual analysis)
    After you’ve done the DNA work yourself, ask AI to help explain concepts such as segment triangulation, shared centimorgans, or cluster analysis in everyday language for clients or readers.

  24. Generating accessibility‑friendly alt text for images
    For each image in a blog post (maps, record snippets, charts), have AI propose concise but informative alt text to support low‑vision readers and improve usability.

  25. Creating publishing checklists and templates
    Ask AI to help design reusable templates for case studies, proof arguments, or book chapters, including headings, common sections, and reminders for citations and correlation.


Monday, March 30, 2026

A comprehensive PDF guide for AI deed abstracting and metes-and-bounds land mapping,with usage examples

Here is a 24-page PDF guide with 20 prompts organized into four categories, each with purpose statements, usage examples, and practical tips.

 https://drive.google.com/file/d/1yf_gjmlRhcNjrtEdjzoCNcFTPuCdr5l_/view?usp=sharing

What's Inside

Part A: Core Deed Abstracting (Prompts 1-5) — Full deed abstract, grantor/grantee extraction with relationships, consideration analysis, witness/mark/acknowledgment details, and dower release detection.

Part B: Chain of Title (Prompts 6-10) — Chain-of-title builder, gap analysis, heir and probate tracking, name variant reconciliation, and chronological timeline reconstruction.

Part C: Encumbrances & Legal Interests (Prompts 11-15) — Lien/mortgage extraction, easement and right-of-way identification, restrictive covenants (including Indian Territory alienation restrictions), tax sale and sheriff's deed analysis, and mineral/timber rights extraction.

Part D: Metes-and-Bounds Mapping (Prompts 16-20) — Metes-and-bounds parsing into plottable call tables, unit conversion (chains, poles, varas, arpents), neighbor/adjoiners FAN network mapping, overlay comparison of two descriptions, and Point-of-Beginning locator for modern mapping.

The guide also includes a quick-reference measurement conversion table, a 10-point verification checklist for AI output, and a sources page with clickable links. Every prompt uses [bracketed placeholders] so you can customize them for any state, county, or time period — including Oklahoma/Indian Territory records and colonial-era deeds.

The structured output from Prompt 16 (Metes-and-Bounds Parsing) feeds directly into tools like DeedPlotter AI or Deed Reader Pro for visual plotting. The case study approach draws from the Family Locket deed abstracting workflow using Claude for consistent abstracting across multiple documents

Prompts for Deed Abstracting and Land Mapping

Here are ready-to-use, genealogy‑focused prompts you can drop into your AI assistant for deed abstracting and land mapping. Adapt wording to your preferred model and tools.


A. Deed abstracting prompts

These assume you paste the full deed text (or OCR) into the chat.

1. Basic metes‑and‑bounds deed abstract

You are assisting a professional genealogist.
Below is the full text of a historical deed.

  1. Identify and list:
    • Grantor(s) and any stated relationships.
    • Grantee(s) and any stated relationships.
    • All dates mentioned and what each date represents (execution, acknowledgment, recording, etc.).
    • Consideration (purchase price, “love and affection,” etc.).
  2. Produce a concise abstract in neutral language (no conclusions), preserving key legal phrases where needed.
  3. Extract the complete legal description exactly as written into its own section.
  4. List any witnesses, justices, clerks, or notaries and their roles.
  5. List any explicit references to prior or later deeds (book/page, earlier conveyances, adjacent tracts).
    Keep the original spelling in quoted snippets, but modernize spelling in your narrative abstract.
    Do not invent information that is not present in the text.
    Here is the deed text:
    [PASTE DEED TEXT]

2. Deed abstract with genealogical emphasis

You are assisting with a genealogical deed abstract.
Work with the deed text below and complete these tasks:

  1. Create a short abstract (150–250 words) that states:
    • Who conveyed land to whom.
    • The location (county, state, any township, district, or watercourse).
    • The size of the parcel (acres or lot description).
    • The consideration.
  2. Create a “Genealogical Clues” section listing:
    • Stated relationships (e.g., “my son,” “my brother‑in‑law”).
    • Name variants for the same person.
    • Named neighbors and any relationship hints.
    • References to prior residence or occupation.
  3. Present all of this as bullet points suitable for a research log entry.
    Do not state any conclusions about identity or relationships; just restate what the deed itself says.
    Deed text:
    [PASTE DEED TEXT]

3. Chain‑of‑title extraction from multiple deeds

I am building a chain of title for a single parcel using several deeds.
Below are typed transcripts of multiple deeds involving (likely) the same land.

Tasks:

  1. For each deed, produce a one‑line summary:
    • Date (execution if given, otherwise recording).
    • Grantor(s) → grantee(s).
    • Short description of the land (“100 acres on North Fork of X,” “Lot 3, Block 2, Smith’s Addition”).
  2. Then draft a chronological chain‑of‑title table with columns:
    • Date
    • Grantor(s)
    • Grantee(s)
    • Brief land description
    • Deed book/page or other citation if present
  3. Flag any potential breaks or ambiguities in the chain.
    Do not add outside information; rely only on the text provided.
    Here are the deeds:
    [PASTE MULTIPLE DEEDS]

4. Normalized vs. original transcription view

Below is a transcription of a historical deed including archaic spelling and punctuation.

  1. Create a two‑column table:
    • Left column: exact wording line‑by‑line as given (original).
    • Right column: a normalized version with modern spelling and punctuation, adding [sic] after unusual spellings that might mislead a researcher.
  2. Do not change names, amounts, or legal description wording in either column.
  3. If you are unsure of a word, put “[illegible]” and explain briefly in a footnote section at the end.
    Transcription:
    [PASTE TRANSCRIBED DEED]

5. Deed‑to‑research‑log entry

Treat the deed text below as a source I want to enter into my genealogy research log.

  1. Draft a log entry with fields:
    • Source type
    • Jurisdiction and repository
    • Full reference note (leave placeholders where details are missing)
    • Research question/goal
    • Informant(s) named in the document
    • Summary of information relevant to identity, relationship, and residence
    • Reliability issues or cautions
  2. Keep your wording concise but complete enough to copy directly into a spreadsheet or log.
    Deed text:
    [PASTE DEED TEXT]

B. Land mapping & metes‑and‑bounds prompts

Use these when you want AI to help re‑express the legal description and prepare for plotting (whether in a specialized AI deed‑plotter, GIS, or a hand sketch).

6. Cleaning and structuring a metes‑and‑bounds description

The text below is a metes‑and‑bounds description from an historical deed.
It may have OCR errors, old abbreviations, and line breaks.

  1. Carefully re‑type the description in a cleaned, standardized format suitable for mapping, using separate numbered lines for each call.
  2. For each call, identify and label:
    • Bearing (e.g., N 45° 30' E)
    • Distance (including units)
    • Any monument or boundary (“to a white oak,” “to the center of the road,” “to John Smith’s corner,” “with the river”).
  3. Preserve original wording within quotation marks in a “Notes” column for each call.
  4. Do not invent bearings or distances that are not clearly present. If something is missing or unreadable, mark it as [unclear] and explain in a short note.
    Legal description:
    [PASTE LEGAL DESCRIPTION]

7. Tabular call list for import into plotting software

I want to plot this metes‑and‑bounds description using mapping software.
Please transform the description into a table I can copy into a spreadsheet, with one row per call.

Columns should be:

  • Call number
  • Bearing (standardized, e.g., “N 45° 30' E”)
  • Distance (numeric value)
  • Units (feet, poles, chains, rods, etc.)
  • Monument / boundary description
  • Any “with the line of” or “with the bank of” notes
    If the text uses words instead of degrees (e.g., “north forty five degrees east”), convert to numeric degrees but keep original wording in a separate “Original wording” column.
    If the description uses cardinal calls (“north 100 poles”) without degrees, keep them as such.
    Here is the description:
    [PASTE DESCRIPTION]

8. Converting township‑range or lot‑and‑block descriptions

Below is a legal description using public land survey (township‑range) or platted lot‑and‑block terminology.

Tasks:

  1. Identify whether this is:
    • Public Land Survey System (e.g., “NE 1/4 of Section 10, Township 3 North, Range 4 West”), or
    • Lot‑and‑block description in a recorded subdivision, or
    • Another system.
  2. Rewrite the description in clearly labeled components:
    • Section
    • Township
    • Range
    • Meridian (if given)
    • Lot number
    • Block number
    • Subdivision name
    • County and state
  3. Provide a one‑paragraph explanation suitable for a family‑history blog, describing what this description means in plain language.
    Legal description:
    [PASTE DESCRIPTION]

9. Mapping neighbors and cluster context from multiple deeds

I am studying a neighborhood/cluster using several deeds from the same area.
Each deed has a metes‑and‑bounds description and lists neighboring landowners.

  1. Extract from each deed:
    • Named neighbors.
    • Natural features (creeks, rivers, roads, mountains).
    • Man‑made features (mills, churches, schoolhouses, court houses, etc.).
  2. Create a consolidated table listing each unique neighbor or feature, with columns:
    • Name / feature
    • Deeds in which it appears
    • Brief note on its role (e.g., “north boundary of X,” “corner of Y tract”).
  3. Draft a short narrative (200–300 words) describing the land‑ownership cluster I could use in a report or blog post to introduce a hand‑drawn or software‑generated map.
    Here are the deed texts:
    [PASTE MULTIPLE DEEDS]

10. “Verbal map” for teaching or blogging

Using the legal description below, create a step‑by‑step “verbal map” suitable for teaching or for a blog post.

  1. Assume a reader who cannot see the original deed and has minimal surveying background.
  2. Describe the parcel’s shape in everyday language, in order of the calls, as if walking its boundary. Example style: “Starting at the big oak on the south bank of the river, the boundary runs east along the neighbor’s fence, then turns north to the road,” etc.
  3. Do not change any facts about direction or distance; just restate them in simpler wording.
  4. End with a brief note about how this description might be turned into a diagram or GIS plot.
    Legal description:
    [PASTE DESCRIPTION]

11. Preparing data for specialized AI deed‑plotting tools

I am going to use an AI‑assisted deed plotting tool to map the following legal description.

  1. Check the description for obvious OCR errors or missing punctuation, and suggest a corrected version, highlighting any uncertain portions.
  2. Break the corrected description into a numbered list of calls.
  3. For each call, restate it in a compact, machine‑friendly form, for example:
    • “Call 1: N 45° 30' E, 120 poles, to a white oak at the corner of John Smith.”
  4. At the end, list any potential issues that might cause plotting errors (missing closing call, ambiguous monument, inconsistent units, etc.).
    Description:
    [PASTE DESCRIPTION]

12. Historical vs. modern geography linkage

Below is a historical metes‑and‑bounds description and, separately, the modern county and state where the land is located.

  1. Identify any natural features (creeks, rivers, ridges) that might still be traceable on modern maps.
  2. Draft a short list of steps a genealogist could take to approximate this parcel’s location today using:
    • USGS or national topographic maps.
    • County GIS or tax‑parcel sites.
    • Historical atlases or plat books.
  3. Provide 3–5 search‑term combinations that would be useful when looking for modern maps or GIS layers for this area.
    Historical description:
    [PASTE DESCRIPTION]
    Modern jurisdiction: [NAME COUNTY, STATE / COUNTRY]

Tell your preferred AI tool  the kind of deeds you’re working with (colonial, early federal PLSS, Oklahoma allotment, town lots, etc.), and ask it for a tailored set of promptsd specifically for those record types and for the mapping tools you prefer (e.g., QGIS, county GIS, or a specific deed‑plotter).