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69 contributions to AI Automation Society
Helping My Sister-in-Law Survive Her PhD Literature Review 🥰
Sister-in-law doing her PhD. Drowning in research papers. Hundreds saved across devices. No organization. Literature review due. Every conversation included: "I know I read something about this somewhere..." She couldn't find her own research. THE ACADEMIC CHAOS Papers saved in Downloads folder. Some in Zotero. Some in random Google Drive folders. Some printed and stacked on her desk. No tagging system. No summaries. No way to find that one paper about that one thing she vaguely remembered. Her advisor suggested commercial reference management software. $200/year subscription. PhD student budget: nonexistent. THE ORGANIZER I BUILT FOR HER Point it at her paper chaos. All 400+ PDFs across all her folders. Workflow processes each one. Extracts title, authors, publication year, journal, abstract, methodology type, key findings, limitations mentioned. Tags by research area automatically. Organizes into a searchable database. Also searches academic databases for related papers she might have missed. Adds those references for potential reading. Creates Notion pages with summary, extracted details, and citation formatted correctly. Now she can search "qualitative methods childhood development" and actually find things. THE DIFFERENCE Before: "I think I saved something about this" followed by 45 minutes of searching. After: Type keywords, find paper, see summary without re-reading entire thing. She found 3 papers she'd completely forgotten about that ended up in her literature review. The methodology classification isn't perfect. Some papers are hard to categorize. But having any organization beats no organization. Now helping another PhD friend set up the same thing. Academic document chaos is apparently universal. This is the workflow i want to share. Any other PhD survivors here? How did you manage your research papers?
Helping My Sister-in-Law Survive Her PhD Literature Review 🥰
My Legal Admin Background Finally Became Useful at Home 💥
Former legal admin here. Spent years processing contracts for attorneys. Knew what to look for. Didn't apply it to my own life. Signed a home warranty contract. Buried on page 23: exclusion that basically meant they'd never cover anything useful. Discovered this when our AC died. THE WAKE-UP CALL Started actually reading contracts we sign. Home warranty. Car financing. Kids' activity waivers. Software terms. Storage unit rental. Problem: reading contracts is boring. Even for someone trained to do it. I'd start strong, skim by page 10, miss things. We're a family of four. Contracts constantly. Nobody reads them properly. THE REVIEWER I BUILT Upload contract to folder. Workflow does two things. First pass extracts structured information. Party names, dates, renewal terms, termination requirements, key obligations, liability clauses. Second pass summarizes in plain English. What we're agreeing to. What could hurt us. What to negotiate or ask about. Flags anything that looks unusual. Auto-renewal without notice. One-sided termination rights. Liability waivers for negligence. Penalty clauses. Creates a one-page summary I can actually review instead of 47 pages of legal text. Stores everything in a contracts database. Tracks renewal dates. Alerts me before deadlines. THE HOME USE CASES Kids' summer camp: Found an unusually broad photo release. Asked them to limit it. They agreed. Gym membership: Spotted auto-renewal requiring 90 days notice to cancel. Set calendar reminder. Contractor agreement: Identified missing warranty terms. Got them added before signing. None of these are life-changing individually. But not getting trapped in bad agreements adds up. Took me 3 weekends to build because the two-pass architecture confused me at first. Worth it. This is the workflow i want to share. What contracts have you signed without really reading?
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My Legal Admin Background Finally Became Useful at Home 💥
Finally Figured Out Where Our Money Actually Goes Each Month
We budgeted. We tracked. We still had no idea where money went. End of month: less money than expected. Beginning of month: made a budget. Middle of month: forgot about budget entirely. THE BLIND SPOT Looked at bank statements. Hundreds of transactions. Started categorizing manually. Got bored after 30 minutes. Gave up. Repeated next month. Subscriptions we forgot existed. Small charges that add up. Categories bleeding into each other. Amazon purchases could be anything from groceries to electronics. Our "dining out" budget was supposed to be $400/month. Actual spending: we had no idea. THE ANALYZER I BUILT Bank sends monthly statement to email. Workflow triggers automatically. Extracts every transaction from the PDF. Categorizes each one based on merchant name and description. Starbucks goes to dining. Fry's goes to groceries. Shell goes to transportation. Subscriptions identified by recurring same-amount charges. Calculates totals by category. Compares to our budget targets. Flags categories where we overspent. Identifies large transactions over $500. Lists all subscriptions found. Calculates savings rate for the month. Sends summary to our phones every month when statement arrives. THE REALITY CHECK Dining out actual: $847 not $400 Subscriptions we forgot: 3 totaling $67/month Groceries actual: $200 under budget Transportation: Way over from that road trip we forgot to account for First month was depressing. But knowing beats guessing. Cancelled the forgotten subscriptions. Set realistic dining budget. Actually started hitting targets because we could see reality. The categorization learned our patterns. First month needed corrections. By month 3 it knew our merchants. This is the workflow i used. Anyone else avoiding their bank statements? Knowing is better than wondering where the money went.
Finally Figured Out Where Our Money Actually Goes Each Month
Tax Season Used to Take Us a Full Weekend. Not Anymore. 💥
Shoebox of receipts. Folder of maybe-important documents. Digital chaos across three email accounts. Tax season approaching. Every year same conversation: "Did you save that receipt?" "Which folder is that in?" "I thought you were tracking deductions." THE ANNUAL NIGHTMARE Our accountant charges extra for disorganized clients. We were always disorganized clients. Last year I spent 6 hours the weekend before our appointment just finding documents. Still missed two 1099s. Had to file an amendment. This year I decided no more. THE RECEIPT SYSTEM I BUILT All receipts go to one Google Drive folder. Phone photos, email forwards, scanned papers. Just dump everything there. Workflow processes each one automatically. Extracts store, date, items, amounts. Identifies if it's potentially tax deductible based on category. Regular receipts log to one tracker. Tax-deductible receipts also copy to a separate deductions sheet with the category noted. Generates running totals by deduction type. Business expenses, charitable donations, medical costs, home office supplies. End of year: everything already sorted. Print the summary. Hand it to accountant. THE DIFFERENCE THIS YEAR Before: Weekend of panic, missing documents, amendment filings, extra accountant fees. After: 10 minutes reviewing the summary, everything categorized, accountant actually complimented us. The deduction identification isn't always right. Office Depot could be personal supplies or home office. I review the deductions tab monthly and fix miscategorizations. But 90% accuracy on auto-sorting beats 0% when I wasn't doing anything. Set this up in October. Already have full Q4 organized plus backfilled Q3 during a slow weekend. Future Sarah will thank past Sarah at tax time. This is the workflow i used. How do you handle receipt tracking throughout the year?
Our HOA Treasurer Was About to Quit Until I Helped Her 🙏
Neighbor runs our HOA. Volunteer position. Nobody else wants it. She was ready to quit. The problem: expense receipts from 8 different board members. Pool maintenance, landscaping, repairs, supplies. All submitted differently. Some email photos. Some drop off paper. Some text her. THE MONTHLY NIGHTMARE End of month arrives. She spends entire Saturday sorting receipts. Which ones are pool related? Which are landscaping? Did someone already submit this one? Manual spreadsheet entry for each receipt. Store name, amount, date, category, which budget line item. Takes 4-6 hours depending on how messy the month was. Then someone questions an expense at the meeting and she can't find the original receipt fast enough. She's 68. Volunteers her time. This wasn't fun anymore. THE HELPER I BUILT She texts or emails receipt photos to a dedicated address. Workflow processes automatically. Extracts store name, date, amount, individual items when visible. Auto-categorizes based on merchant. Home Depot goes to maintenance. Pool supply store goes to pool. Landscaping company goes to grounds. Everything logs to a shared spreadsheet with receipt image linked. Board members can see their own submissions. Over threshold amounts flag for her approval before logging. Monthly summary generates automatically. Total by category, comparison to budget, running annual totals. THE CHANGE Before: 4-6 hours monthly wrestling with receipts, dreading board meetings, considering quitting. After: 20 minutes reviewing flagged items, confident at meetings with instant search, actually enjoying the volunteer role again. She hugged me when I showed her it working. The categorization isn't perfect. Sometimes Amazon gets miscategorized because could be anything. But 85% accuracy on auto-categorize is better than 100% manual entry. Workflow here and all workflows i want to share
Our HOA Treasurer Was About to Quit Until I Helped Her 🙏
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Sarah Martinez
5
252points to level up
@sarah-martinez-5730
Former legal admin → mom → n8n learner. Self-hosting to avoid Zapier costs. Building document automation workflows. Let's learn together! Phoenix, AZ

Active 16h ago
Joined Nov 15, 2025
Phoenix, AZ
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