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AI-Translated Live Interview Platform for Foreign Worker Recruitment
Built a real-time AI interview platform for a Malaysian recruitment tech client, solving a concrete hiring problem: interviewing foreign workers across language barriers without interpreters or manual note-taking.
Employers join a live video call and speak in English or Bahasa Malaysia; the platform translates their questions into the worker's language (Bengali, Nepali, Hindi, Indonesian, and 10+ others) in under 3 seconds, and translates the worker's spoken answers back in real time. Every answer is scored 0–10 by AI as it's given, and candidates are automatically ranked at the end of the session, turning a process that used to take days of comparing notes into a same-day shortlist. Full bilingual transcripts and session recordings are saved for compliance and future reference.
Built end-to-end: live audio pipeline, real-time speech translation, AI-based answer scoring, automatic ranking/reporting, and the client-facing dashboard and booking flow.
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$15,000 from one browser game takes 1 to 15 million plays.
I did the math because my first web game, built with Claude Code, went live on CrazyGames today.
Bolt Pit is a Three.js arena shooter. It has earned $0 so far, because CrazyGames keeps ads off during the Basic Launch test, which runs until November 5.
Only games with good numbers get a Full Launch, and that's where the ad revenue share starts.
The formula:
Revenue = sessions × ads per session × eCPM ÷ 1,000 × your share
eCPM is what advertisers pay per 1,000 ads. CrazyGames allows at most one midgame ad every 3 minutes. The share isn't public, and reports range from 40% to 60%, so I used 50%. The rest are my assumptions, based on reported ad rates:
Low: 1 ad per session, $2 eCPM = $1 per 1,000 plays. You need 15 million plays.
Mid: 2 ads, $5 eCPM = $5 per 1,000 plays. You need 3 million plays.
High: 3 ads, $10 eCPM = $15 per 1,000 plays. You need 1 million plays.
One developer reported about €1.20 per 1,000 CrazyGames plays across eight older games. That's the low case, so I plan around the middle at best.
Is 3 million plays realistic?
CrazyGames reported 320 million play sessions a month this October. Poki says it has 100 million players a month. The players exist. Retention and session length decide which line you land on.
That's the bigger reason I'm here. I have Unity games in progress that were meant for the App Store. On the App Store, I'd only find out if people come back after paying for players.
So the new plan is web first, App Store later:
Launch on CrazyGames and Poki, where test players are free.
Tune retention and session length on real data.
If a game becomes a hit on the web, take it to the app stores.
Both portals' exclusivity rules cover only the web, so the app stores stay open.
I'm also skipping CrazyGames' exclusivity bonus. It pays 50% more for two months if your game stays off other web portals, and I want to test on Poki too.
Getting a Claude Code build accepted took six fixes, including a static build, relative paths, no Google Fonts and cutting the size from 20.5 MB to 12.4 MB. One known bug is still live: on landscape phones the start button sits below the fold.
I'll post the real numbers as they come in. Play it here:
https://crazygames.com/game/bolt-pit
This UI was really great nice job Piotr🔥🔥🔥
🚨 A dental clinic was losing patients every single day.
Not because of bad service. Not because of high prices.
Because nobody was replying to messages.
Patients messaged on WhatsApp, Messenger, SMS… And waited. And waited. And left.
The clinic owner contacted me with one simple ask:
“I can’t hire someone to reply 24/7. Can you help?”
So, I built them an AI receptionist that never sleeps. 👇
Here’s exactly what it does:
✅ Omnichannel Support: Instantly replies to patients on WhatsApp, Facebook Messenger & SMS — all from one system.
✅ Human-like AI: Google Gemini AI understands the message, detects intent, and replies naturally.
✅ Smart FAQ Handler: Answers questions about services, pricing & clinic hours by pulling live data from Google Sheets.
✅ Automated Booking: Checks availability, blocks double-bookings, and confirms only after saving to the sheet.
✅ Instant Alerts: Notifies the clinic owner instantly via Gmail + Telegram on every new booking.
✅ Smart Reminders: Sends automated email reminders — 2 hours and 1 hour before the appointment.
✅ No-Show Recovery: Detects missed appointments and automatically sends a polite rescheduling email after 12 hours.
The Tech Stack 🛠️:
⚙️ Make.com — Automation backbone
🧠 Google Gemini 2.0 Flash — AI brain
📊 Google Sheets — Live clinic database
💬 Green API — WhatsApp integration
📱 Facebook Messenger API & Twilio — Chat & SMS
✉️ Brevo — Email reminders
📢 Telegram Bot — Owner notifications
💾 Make.com DataStore — Conversation memory per patient
The Result? 📈
Every patient gets an instant, intelligent reply — 24/7. No missed bookings. No forgotten appointments. No manual follow-ups.
The clinic owner now wakes up to confirmed appointments already in the sheet with zero manual effort.
This is what I build for businesses. If you’re still replying manually and losing leads while you sleep — DM me. Let’s fix that. 👇
#MakeAutomation #AIAutomation #NoCode #Makecom #GeminiAI #WhatsAppAutomation #BusinessAutomation #AIReceptionist #FreelanceAutomation #Upwork #Fiverr
Nice build, and very close to a WhatsApp assistant I just built for a dental-clinic use case on the WhatsApp Cloud API. Two things mattered a lot in testing: when a patient asks for a person, the bot has to go completely quiet for that chat until the owner hands it back, and the...