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Welcome to the Copyl AI Gateway! This service allows you to integrate your own AI models or utilize preconfigured AI APIs (e.g., OpenAI, Hugging Face) directly within your integrations. You can call AI endpoints, register your own, and use them seamlessly in your Integrations and Action scripts.

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Purpose

Copyl Brainstorm is a cloud-agnostic ML/AI service layer designed to integrate seamlessly with the Copyl Integration Platform (CIP). It enables advanced analytics, anomaly detection, trend forecasting, and intelligent automation based on sensor data, API logs, and business events.

Copyl Brainstorm helps organizations make faster, smarter, and more proactive decisions using their own data flows.

Key Features

Flexible Deployment

Brainstorm can be hosted fully by Copyl, distributed across multiple cloud providers, deployed as fog computing nodes closer to devices, or installed entirely on-premises behind your firewall.

Edge-to-Cloud Intelligence

Brainstorm’s architecture separates job coordination and model execution, enabling dynamic scaling and resilience even in network-constrained environments.

Brainstorm consists of key building blocks:

• Brainstorm JobQueue: Centralized management of all AI/ML tasks.
• Brainstorm Job Dispatcher: Intelligent task allocation to the most appropriate compute node.
• Brainstorm Neuron Agent: Lightweight execution agent running close to data.
• Brainstorm Core: Model runtime and inference engine capable of hosting Copyl’s models or external AI services.

Anomaly Detection

• Real-time or batch mode
• Identifies deviations from normal behavior in time-series or logs

Predictive Forecasting

• Usage trends, system load, maintenance windows
• Short and long-term time-series prediction

Root Cause Analysis (beta)

• SHAP/feature analysis to explain “why” anomalies happen

Segmentation & Clustering

• Groups devices, customers, or events by behavior or risk level

Custom Model / Bring Your Own Model (BYOM)

HuggingFace Model Execution

• Access thousands of pre-trained HuggingFace models via Brainstorm.
• Supports model types like:
  • text-classification
  • sequence-classification
  • zero-shot-classification
  • summarization
  • token-classification
• Customer provides their own API key for usage control and cost separation.
• Brainstorm routes HuggingFace requests securely via external API.
• Metadata and usage are tracked.

Feedback Loop

• Accepts human-in-the-loop feedback to refine models

Cloud-Agnostic ML Inference

• Hosted models can run in:
  • In our connector process
  • HuggingFace
  • Azure ML
  • AWS SageMaker
  • GCP Vertex AI
  • or local Docker container (Edge, On-Prem)

Key Features

1. Prebuilt AI Endpoints: Use predefined APIs like ChatGPT and HuggingFace.
2. Custom AI Endpoints: Register your own AI models or APIs.
3. Seamless Integration: Call AI endpoints directly in the Integration scripts.

Use Case 1 - using AI to enhance results in an Integration

Your Integrations is having data from the Trigger that you want to transform with AI, or analyze it and send the result to another data storage.

Use Case 2 - always use AI when calling an API endpoint or db query

Your Integration App for Contract Management always run an AI analysis on the uploaded contract to make sure it complies with all your policies.

See also

Scripting Support in Integrations

How to Use the AI Gateway

1. Predefined AI Endpoint Example

You can start using predefined endpoints such as chatgpt without additional setup.

Example JavaScript that you can add to your Integration or Action:

var prompt = "Summarize this text: The quick brown fox jumps over the lazy dog.";
var response = await callAI("chatgpt", JSON.stringify({
    prompt: prompt,
    max_tokens: 100
}));
log(response);

2. Register Your Custom AI Endpoint

If you have your own AI model or service, you can register it for use in JINT scripts.

Step 1: Register the Endpoint

Send a POST request to the AI Gateway to register your endpoint.

Endpoint:

POST <https://api.copyl.com/**Brainstorm**/AIGateway/register>

Request Body:

{
    "name": "myCustomAI",
    "url": "<https://your-ai-service.com/api>"
}

Response:

{
    "success": true,
    "message": "Endpoint registered successfully."
}

Step 2: Call Your Endpoint

After registering, you can use the endpoint in your Copyl Integration and Action scripts.

Example Script: