pebblely

Let’s Talk

Client Context

Pebblely is an AI-powered platform that enables online businesses to generate high-quality, customizable product images without traditional photoshoots. Targeted at e-commerce sellers and marketers, it leverages deep learning models for background removal and creative image generation to support scalable product imagery workflows.

The platform has gained rapid adoption and achieved a significant user base, catering to global online sellers looking for affordable, efficient visual content creation.

AI Product Photography SaaS

1,000,000+ Users

Scalable Image Generation

The Challenge

The client needed a scalable AI-driven platform that could generate high-quality product images in real time while handling diverse product types and maintaining responsiveness. They also required seamless integration with e-commerce systems and tools to support bulk workflows for fast-growing online merchants.

Scalable AI model performance for image generation

Real-time responsiveness under concurrent user load

Bulk processing and workflow automation

Seamless integration with marketplaces and CMS

Our Solution

Citrusbug developed a robust AI-enhanced web platform that combined optimized deep learning models with scalable backend services. The architecture was designed to support real-time image generation, bulk processing, and integration with e-commerce systems, ensuring both performance and extensibility.

AI Model Integration

Integrated optimized deep learning models for background removal and creative image generation.

Scalable Backend Architecture

Built scalable services using cloud infrastructure for real-time performance.

Bulk Workflow Support

Enabled bulk image generation and editing for large product catalogs.

E-Commerce Integrations

Delivered API integration support with marketplaces and CMS platforms.

How We Delivered

Discovery & Alignment

Requirements gathering and technical feasibility audit.

Architecture & Planning

System design and compliance roadmap definition.

Engineering & Integration

Iterative sprints focused on core platform stability.

Testing & Validation

Security penetration testing and load testing.

Deployment & Support

Phased rollout with 24/7 monitoring.

Outcomes Delivered

1,000,000+ Users Reached

Achieved a broad global user base adoption for the AI image platform.

<200ms Average Response Time

Improved real-time responsiveness across platform interactions.

25M+ Images Generated

Supported extensive image generation workloads for business users.

60% Faster Image Processing

Optimized AI pipelines to significantly reduce generation time and improve user experience.