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[ Case study ] — Relocation & wellbeing

Helping people settle into a new country — with vetted guides and a private AI companion

Matches people moving abroad with vetted local guides, plus a private AI companion.

AuthentigrateAuthentigrateWeb platform + private AILive2025
Authentigrate — product screenshot
Authentigrate product screenshotauthentigrate.ai
ClientAuthentigrate
IndustryRelocation & wellbeing
ProductWeb platform + private AI
My roleArchitect & lead engineer
[ 01 / 07 ] — About the client

Who it’s for

Authentigrate supports people who move abroad for work or family, and the companies that relocate them. Culture shock, loneliness and small daily confusions add up — and many international moves fail because of it.

[ 02 / 07 ] — The challenge

What needed to change

One platform had to connect three groups: people who are moving, experienced local “Navigators” who guide them, and HR teams who pay for the support. And it needed an AI companion people would trust with personal worries.

[ 03 / 07 ] — The build

What I built

  1. [01]
    A guided sign-up with a short wellbeing check-in
  2. [02]
    A directory of Navigators with map search, profiles and availability
  3. [03]
    Booking and payments, with Navigators paid out automatically
  4. [04]
    In-app chat and video calls
  5. [05]
    Identity checks, credentials and a signed agreement for every Navigator
  6. [06]
    An admin console for approvals, earnings, disputes and support
  7. [07]
    Journey — a private AI companion that notices which stage of culture shock someone is in and adapts its support
[ 04 / 07 ] — How it works

How it works, step by step

  1. [01]

    A newcomer signs up and checks in

  2. [02]

    Journey, the AI companion, gets to know them

  3. [03]

    They find and book a Navigator

  4. [04]

    Sessions happen by chat or video

  5. [05]

    Payments and payouts run automatically

[ 05 / 07 ] — Results

Results so far

Live

at authentigrate.ai

48 hrs

to match with a Navigator (Authentigrate’s promise)

Private

Journey runs on a model we host, not a public chatbot

[ 06 / 07 ] — Key decisions

Decisions that mattered

  1. [01]
    Host the AI model privately, because people share personal struggles.
  2. [02]
    Serverless GPUs that scale to zero, so the private AI stays affordable.
  3. [03]
    Humans plus AI, not AI alone — the companion supports, Navigators guide.
[ 07 / 07 ] — Under the hood

The technology

ReactSupabaseStripe ConnectFastAPILlama 3.1 8B on RunPod serverless GPUs (vLLM)RedisGitHub Actions

For the technically curious. You don’t need to know any of this to work with me.

[ Get started ] — Book a call

Have something to build?

Tell me what’s slowing your business down. I’ll tell you honestly what software can fix — and what it can’t.

[01]Project

Product build

From idea to launched product. Clear scope, weekly releases.

[02]Ongoing

Ongoing partner

Your part-time technical lead: new features, fixes and advice every month.

[03]Add-on

Add AI to your business

An AI assistant, automation or private AI added to what you already run.