Visual Content · Professionals

AI Agent for Transforming Selfies into LinkedIn Headshots

Monitor Telegram submissions, create studio-quality headshots with Nano Banana Pro, log every step, and notify users when their LinkedIn-ready image is ready.

How it works
1 Step
Input intake
2 Step
AI transformation
3 Step
Delivery & storage
Receive image via Telegram or manual URL and validate authorization.

Overview

End-to-end automation from intake to delivery.

This AI agent accepts selfies via Telegram or a manual image URL, then sends the image to the Nano Banana Pro API for professional headshot transformation. It monitors status and retries automatically until the headshot is ready. It downloads the final image and stores copies in Google Drive and an FTP server, while notifying the user of completion.


Capabilities

What LinkedIn Headshot AI Agent does

Converts selfies into polished, LinkedIn-ready headshots with automated storage and notifications.

01

Receive image input from Telegram or manual URL

02

Send image to Nano Banana Pro API with headshot prompts

03

Poll for completion and retry when needed

04

Download final headshot

05

Upload to Google Drive and FTP with timestamped naming

06

Notify user on completion

Why you should use LinkedIn Headshot AI Agent

Before: manual edits and insecure workflows caused delays. After: automated, secure, end-to-end processing yields consistent LinkedIn-ready headshots.

Before
Selfies often have uneven lighting and distracting backgrounds that require manual retouching.
Editing and formatting headshots takes time with inconsistent results.
There is no secure, auditable trigger to prevent unauthorized processing.
Delivery of headshots is fragmented across custom workflows and storage services.
Results may be delayed due to manual handoffs and error-prone retries.
After
Headshots are consistently studio-quality with automatic, on-demand delivery.
Processing is triggered securely via Telegram and auto-checked until complete.
Images are automatically stored in timestamped Google Drive folders and FTP, ready for use.
Access is restricted to authorized users, preventing misuse.
Notifications arrive promptly with a direct link to the finished image.
Process

How it works

A simple 3-step flow anyone can follow.

Step 01

Input intake

Receive image via Telegram or manual URL and validate authorization.

Step 02

AI transformation

Send image to Nano Banana Pro API with professional headshot prompts and poll for completion.

Step 03

Delivery & storage

Download final image and store in Google Drive and FTP, then notify the user.


Example

Example workflow

A realistic scenario that shows task, time, and outcome.

A job seeker submits a selfie via Telegram. The AI agent processes the image through the Nano Banana Pro API, polls for completion, and returns a LinkedIn-ready headshot within approximately 3 minutes. The final image is stored in Google Drive and on the FTP server, and the user receives a notification with access details.

Content Creation Telegram BotNano Banana Pro APIGoogle DriveFTP Server AI Agent flow

Audience

Who can benefit

Roles that commonly use automated headshot generation.

✍️ Job Seekers

Need LinkedIn-ready headshots and professional CV photos.

💼 Freelancers

Need cost-effective, fast access to professional profile images.

🧠 Small Businesses

Standardize team visuals on websites and LinkedIn.

Recruitment Agencies

Provide uniform candidate headshots for listings.

🎯 Career Coaches

Offer clients ready-to-use visuals to accompany coaching.

📋 Marketing Teams

Maintain consistent visuals for corporate profiles.

Integrations

Tools used inside the AI agent workflow.

Telegram Bot

Receives selfies and triggers the AI agent workflow.

Nano Banana Pro API

Performs image transformation to professional headshots.

Google Drive

Stores final headshots in timestamped folders for easy access.

FTP Server

Delivers headshots for CDN or website integration.

Applications

Best use cases

Scenarios where this AI agent excels.

Individual professionals updating LinkedIn profiles with fresh headshots.
Freelancers creating consistent online portfolios and profiles.
Small businesses standardizing team headshots for websites and marketing materials.
Recruitment agencies attaching uniform candidate headshots to listings.
Career coaches delivering client-ready visuals alongside coaching programs.
Marketing teams adding official headshots to corporate profiles.

FAQ

FAQ

Common questions and practical answers.

Yes. The agent accepts selfies via Telegram or a manual URL. It authenticates the user to prevent unauthorized triggering. The process is fully automated from intake to delivery, with status polling to ensure completion. Outputs are stored in Google Drive and FTP for reliable access.

The agent accepts common image formats such as JPEG and PNG. The input can be a direct Telegram image or a URL pointing to an image. The transformation step uses the Nano Banana Pro API to generate a high-resolution headshot. Outputs are delivered to Google Drive and FTP with timestamped filenames.

Processing times vary with queue and image complexity, but you can expect results within a few minutes. The workflow includes auto-polling and automatic retries to minimize failures. Notifications are sent when the final image is ready. Users receive a link or access details via Telegram.

Yes. Only the designated Telegram user can trigger processing. The system enforces access control and logs every action. If needed, re-authentication steps can be added to tighten security. This prevents unauthorized use.

Final headshots are stored in two locations: Google Drive and an FTP server. Files are timestamped for easy versioning and retrieval. Access permissions can be set to limit visibility. The system ensures consistent naming across storage destinations.

Yes. Prompts and styling can be adjusted to achieve different looks or branding requirements. The prompts can be changed per workflow or per client. Any changes are tested before deployment to avoid regressions. This provides flexibility for varied branding needs.

If an error occurs, the agent automatically retries the failed step and logs the issue for auditing. Users are notified when persistent failures require attention. The system falls back to a safe state and can be re-triggered from Telegram or a manual URL. Regular monitoring helps ensure reliability.


AI Agent for Transforming Selfies into LinkedIn Headshots

Monitor Telegram submissions, create studio-quality headshots with Nano Banana Pro, log every step, and notify users when their LinkedIn-ready image is ready.

Use this template → Read the docs