Public-safe business workflow evidence

Autoschool intake to admin handoff.

This route explains the private driving-school workflow without exposing real learner data: a Telegram request is normalized by the backend, stored as a database record, shown in an admin panel, and moved through an operator status workflow.

The hiring signal is not "just a bot". It is user input, backend validation, persistent state, admin visibility, operator handoff, and a clear privacy boundary.

Open DriveDesk Core review Open case studies Open verification pack

Workflow

1. Telegram intakeA person sends a request through a user-facing channel.

2. ValidationThe backend normalizes fields before they become business state.

3. Database recordThe request is stored with source, timestamp, status, and review fields.

4. Admin handoffAn operator sees the request in an admin queue.

5. Status workflowThe operator moves it through new, reviewed, contacted, and closed.

Public-Safe Demo Contract

Telegram request	Demo learner asks for a driving lesson callback.
Normalized record	`name=Demo Learner`, `contact=demo@example.invalid`, `category=lesson_request`, `status=new`.
Admin panel	Synthetic queue row with status, source, timestamp, and operator action.
Evidence	Architecture flow, schema shape, synthetic screenshots or GIF, tests, and runbook notes.

Not Public

Real learner names, phone numbers, Telegram IDs, chat IDs, message bodies, or operator records.
Live admin screenshots, internal joke/test names from the real admin panel, admin URLs, database dumps, logs, tokens, or private repository code.
Anything that can identify a person, reconstruct the private system, or expose customer operations.

Engineering Surface

Telegram intake	Collect structured input from a real user-facing channel.
Backend validation	Normalize messy input before it becomes business state.
Database state	Use persistent records, statuses, timestamps, and review fields.
Admin handoff	Make a request visible and actionable for an operator.
Privacy boundary	Separate real business data from public evidence.
Operations	Think through deployment, backups, logs, recovery, and handoff docs.

First-Job Signal

This evidence maps directly to Junior Python Backend, Python Developer, Integration Developer, CRM/Admin Tools Developer, or L2/L3 automation roles.

Capture a request from a user-facing channel.
Validate and store it.
Show it in an internal admin surface.
Keep statuses and operator actions clear.
Document what should happen when the workflow fails.

Review Route

Use this route with DriveDesk Core, the DriveDesk Core public demo, Engineering Case Studies, and the Verification Pack.

Synthetic demo seed: data/autoschool-intake-admin-demo.json shows Telegram-style request -> API payload -> PostgreSQL record -> admin queue row -> operator status update with synthetic, boring values only.

Synthetic Demo Seed

This public JSON fixture is the reviewable data trace for the first-job backend slice. It does not contain live learner data, live admin captures, private routes, raw logs, or credentials.

Fixture	data/autoschool-intake-admin-demo.json
Classification	`synthetic_public_demo`
Trace	`telegram_style_request` -> `api_payload` -> `postgresql_record` -> `admin_queue_row` -> `operator_status_update`
Reviewer checks	Request becomes payload, payload becomes persistent record, record becomes admin queue row, and operator action changes status through an auditable workflow.