Freelance tutors can't find steady students and lose income when learners cancel or vanish
Older Pantip threads: a tutor near Kasetsart posted on Dek-D and nobody contacted her, broker jobs were too far away, and a tutor of 4-5 years wrote a long list of rules for students who change schedules last minute or go silent. The threads are several years old, so check current numbers.
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5 ways to tackle it
Web portal
Tutor Page: speak about yourself and get a booking page with a LINE button
A tutor records a Thai voice note about subjects, levels, area and price. The AI writes a clean profile page with her schedule and a button for contact, so students find a real page instead of a lost forum post.
Build with Whisper, Claude, Next.js, Cloudflare Pages
iPhone and Android app
Lesson Pack: prepaid packs, a small deposit and notebook photo updates to parents
Tutors sell packs of 4 or 8 lessons and the app counts what is left. A cancel inside 24 hours uses up the lesson, explained up front. After class she photographs the notebook, and the AI writes a short Thai summary for the parent.
Build with React Native or PWA, PromptPay QR, Claude vision, Supabase
Hardware and sensors
Tear-Off Tutor: print a neighborhood flyer with pull-off QR tabs for the board near you
The tutor says her subject, level and area. The tool lays out a printable flyer with 10 tear-off tabs, each with a QR to her page, ready for condo boards, cafes and campus walls near Kasetsart. The forum nobody read is replaced by a wall everyone walks past.
Build with Claude, print-ready PDF with tear-off layout, QR codes, Next.js
Automation and APIs
Request Scout: finds public tutor requests and drafts a reply that fits each one
It checks public tutor request listings a tutor chooses, filters by her subject and area, and the AI drafts a short Thai reply with her price and open slots. She approves each reply before it sends.
Build with Web scraping, n8n, Claude, email or SMS approval
Data and maps
Exam Radar: finds who needs a tutor three weeks before a big exam date
Exam dates are public: TCAS rounds and school midterm calendars. The pipeline maps them to levels and districts, then tells a tutor which weeks to promote which subject, and where to post.
Build with TCAS dates, school calendar scraping, Claude, Next.js
What people reported
Tutor near Kasetsart posts on Dek-D, nobody contacts her; broker jobs too far
pantip.comTutor with 4-5 years' experience lists last-minute changes and no-shows
pantip.com