Generative AI

Generative AI

A Few Words About The Client

This project is a generative AI product that lets users create content—images, text, or hybrid outputs—using state-of-the-art models. Block Intelligence designed the architecture for model access, prompt management, and a user-friendly interface that balances capability with safety and cost.

The client wanted to offer generative AI to end users without exposing raw API keys or dealing with rate limits and errors at the UI layer. They needed usage tracking, optional monetization, and guardrails to keep outputs appropriate and on-brand.

Industry:

Generative AI

Project:

Generative AI

Generative AI

About The Client

  • Integration with one or more generative models (e.g. image, text, multimodal).
  • Prompt and parameter controls with presets and history.
  • User accounts, usage tracking, and optional quotas or billing.
  • Content moderation and safety filters where applicable.
  • Responsive UI with clear feedback and export options.

Why Choose Us

We built a backend that proxies and manages model calls, applies rate limits and usage tracking, and stores prompts and outputs for history and analytics. The front end offers an intuitive workspace with presets and export. We added moderation and filter hooks to align with the client's policies.

The product launched and has been used for a variety of use cases. Usage and cost are visible in the admin dashboard. The client has added new models and features on top of the same architecture.

Technology Stack

Front End

01React 02React. Optional queue 03GPU backend for self-hosted models.

Back End

01Python 02Node.js 03Node.js/Python 04model APIs (OpenAI 05Stability 06etc.) 07PostgreSQL 08Redis.

Infrastructure

01PostgreSQL 02Redis 03GPU/Cloud

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