How to automate your day as a paleographers with AI

A paleographers spends 30-50% of their time on repetitive tasks that don't need their brain. No judgment, no expertise, just clicks and copy-paste. Here's how to reclaim that time cleanly, without falling into classic over-automation traps.

Step 1 , Map what is repetitive

Over a typical week, keep a simple log. At the end of each task, note:

• Which task
• How long (to the minute)
• How many times in the week
• Judgment level required: 0 (mechanical) to 10 (pure expertise)

By end of week, you have your map. Every frequent (3+ times) and mechanical (judgment 0-3) task is an automation candidate.

Step 2 , Classify possible automations

Three categories, three approaches:

A. Simple routine (one click, copy-paste). Example: add each new client to your CRM, send a welcome email, create a Drive folder. Tool: Zapier or Make. Investment: 1-3 hours of setup, savings: 1-3 hours per week.

B. Text routine (standard writing). Example: responses to recurring client questions, template quotes, meeting notes. Tool: an LLM (Claude or ChatGPT) with a prompt template stored in Notion or TextExpander.

C. Decision routine (qualification, scoring). Example: evaluate if a prospect deserves a call, sort CVs, prioritize tickets. Tool: an LLM with a structured prompt + explicit rules + a human validation layer at the end.

Step 3 , The 5 highest-paying automations for paleographers

1. Pre-transcribe ancient manuscripts via AI handwriting recognition.

Implementation: a prompt template stored in your favorite LLM, applied systematically. If the task is daily, you save 5-15 minutes per occurrence.

2. Translate medieval Latin, Old French, Old Spanish.

Implementation: a prompt template stored in your favorite LLM, applied systematically. If the task is daily, you save 5-15 minutes per occurrence.

3. Cross-reference archive sources to reconstruct a family tree.

Implementation: a prompt template stored in your favorite LLM, applied systematically. If the task is daily, you save 5-15 minutes per occurrence.

4. Write detailed client reports with trees and sources.

Implementation: a prompt template stored in your favorite LLM, applied systematically. If the task is daily, you save 5-15 minutes per occurrence.

5. Manage highly targeted marketing for a niche profession.

Implementation: a prompt template stored in your favorite LLM, applied systematically. If the task is daily, you save 5-15 minutes per occurrence.

Step 4 , Tools to stack intelligently

1. ChatGPT

Vision mode excellent for reading ancient scripts. Code interpreter for statistical analyses on registers.

Pricing : Free · $20/mo (Plus) · $200/mo (Pro) · Official site →

2. Claude

For structured genealogical reports (200+ pages). Excellent context window.

Pricing : Free · $18/mo (Pro) · $100/mo (Max) · Official site →

3. Perplexity

For research in public archives (FamilySearch, Geneanet) with cited sources.

Pricing : Free · $20/mo (Pro) · Official site →

4. DeepL

To translate foreign sources into the client's language.

Pricing : Free · $9/mo (Pro) · Official site →

Step 5 , The standard automation system

Here's how effective paleographers structure their stack:

Layer 1 (brain): you, making decisions and arbitrating.

Layer 2 (LLM): Claude or ChatGPT for producing, analyzing, summarizing.

Layer 3 (automation): Zapier or Make to connect tools.

Layer 4 (vertical tools): your CRM, accounting, storage.

Layers 2, 3, and 4 must talk to each other. That's where the magic happens.

Classic pitfalls to avoid

Pitfall 1: automating too early. Master the manual process before automating. Otherwise you automate chaos, which produces automated chaos, worse than manual chaos.

Pitfall 2: stacking 10 tools. Beginners want to test everything. Pros master 3 tools deeply. Start with 2-3, master, then add if a precise need emerges.

Pitfall 3: confusing AI with magic. AI accelerates what you know. It doesn't replace expertise. If you can't do something manually, AI will do it poorly and you won't see it.

Pitfall 4: automating client relationship. Welcome emails, OK. Cold reminders, OK. But the moment a client has a problem: you, in person, never AI alone. Otherwise you lose the client.

Pitfall 5: not measuring. Before and after each automation, measure actual time. Many automations are illusions that add complexity without real gain. ROI must be visible.

90-day rollout calendar

Weeks 1-2: mapping. No automation, just measurement.

Weeks 3-4: first prompt template. Pick THE most repetitive task and build a prompt that solves it. Use it for 2 weeks.

Weeks 5-8: add 2-3 more prompt templates. You start to see hours come back.

Weeks 9-12: first Zapier/Make automation. Connect two tools you use constantly (mail + CRM, or CRM + invoicing).

After 90 days, you've typically recovered 8-12 hours per week.

Going further

• Complete AI tools guide for paleographers
• Ideal daily workflow
• Hard ROI numbers
• Complete pro stack