Use Cases & Applications¶
Real-world scenarios and practical applications where NeuroLink adds value across different industries and roles.
👩💻 Software Development¶
Code Generation & Review¶
Scenario: Development team needs to accelerate coding and improve quality.
import { NeuroLink } from "@juspay/neurolink";
class DeveloperAssistant {
private neurolink: NeuroLink;
constructor() {
this.neurolink = new NeuroLink();
}
async generateCode(
requirement: string,
language: string,
framework?: string,
) {
const prompt = `Generate ${language} code for: ${requirement}
${framework ? `Using ${framework} framework` : ""}
Include error handling, comments, and tests.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "anthropic", // Claude excels at code generation
temperature: 0.3,
});
}
async reviewCode(code: string, focusAreas: string[] = []) {
const areas =
focusAreas.length > 0
? focusAreas.join(", ")
: "security, performance, maintainability, best practices";
const prompt = `Review this code focusing on: ${areas}
Code:
${code}
Provide specific feedback and suggestions.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "anthropic",
temperature: 0.4,
});
}
async explainCode(code: string, audience: string = "developer") {
const prompt = `Explain this code for a ${audience}:
${code}
Make it clear and educational.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "openai",
temperature: 0.6,
});
}
}
// Usage
const assistant = new DeveloperAssistant();
// Generate API endpoint
const apiCode = await assistant.generateCode(
"REST API endpoint for user authentication with JWT tokens",
"TypeScript",
"Express.js",
);
// Review existing code
const review = await assistant.reviewCode(legacyCode, [
"security",
"performance",
]);
// Explain complex algorithm
const explanation = await assistant.explainCode(
complexAlgorithm,
"junior developer",
);
Documentation Generation¶
#!/bin/bash
# Automated documentation generation
# Generate API documentation
npx @juspay/neurolink gen "
Create comprehensive API documentation for our user management service.
Include: authentication, endpoints, request/response examples, error codes.
" --provider anthropic --max-tokens 2000 > docs/api.md
# Generate README for new project
npx @juspay/neurolink gen "
Create a professional README for a Node.js TypeScript project called 'task-manager'.
Include: description, installation, usage, configuration, contributing guidelines.
" > README.md
# Generate architecture documentation
npx @juspay/neurolink gen "
Document the microservices architecture for an e-commerce platform.
Include: service boundaries, data flow, deployment strategy, monitoring.
" --enable-evaluation --evaluation-domain "Solutions Architect" > docs/architecture.md
📝 Content Creation & Marketing¶
Blog & Article Writing¶
Scenario: Marketing team needs consistent, high-quality content.
class ContentCreator {
private neurolink: NeuroLink;
constructor() {
this.neurolink = new NeuroLink();
}
async createBlogPost(topic: string, audience: string, seoKeywords: string[]) {
const prompt = `Write a comprehensive blog post about "${topic}" for ${audience}.
Requirements:
- Include SEO keywords: ${seoKeywords.join(", ")}
- Engaging introduction and conclusion
- 800-1200 words
- Actionable insights
- Call-to-action at the end`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "openai",
temperature: 0.8,
maxTokens: 1500,
});
}
async createSocialMediaContent(topic: string, platforms: string[]) {
const content = {};
for (const platform of platforms) {
const prompt = `Create engaging ${platform} content about "${topic}".
${this.getPlatformGuidelines(platform)}`;
const result = await this.neurolink.generate({
input: { text: prompt },
provider: "openai",
temperature: 0.9,
});
content[platform] = result.content;
}
return content;
}
private getPlatformGuidelines(platform: string): string {
const guidelines = {
twitter: "Max 280 characters, include relevant hashtags, engaging hook",
linkedin: "Professional tone, 1-3 paragraphs, call for engagement",
instagram: "Visual-focused caption, emojis, relevant hashtags",
facebook: "Conversational tone, encourage comments and shares",
};
return (
guidelines[platform.toLowerCase()] || "Follow platform best practices"
);
}
async improveContent(content: string, improvements: string[]) {
const prompt = `Improve this content by: ${improvements.join(", ")}
Original content:
${content}`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "anthropic",
temperature: 0.5,
});
}
}
// Usage
const creator = new ContentCreator();
// Create blog post
const blogPost = await creator.createBlogPost(
"AI automation in small businesses",
"small business owners",
["AI automation", "business efficiency", "digital transformation"],
);
// Create social media campaign
const socialContent = await creator.createSocialMediaContent(
"New product launch",
["twitter", "linkedin", "instagram"],
);
// Improve existing content
const improved = await creator.improveContent(existingArticle, [
"improve readability",
"add more examples",
"stronger conclusion",
]);
Email Marketing¶
# Email campaign generation
npx @juspay/neurolink gen "
Create a welcome email series (3 emails) for new SaaS customers.
Email 1: Welcome and getting started
Email 2: Key features and benefits
Email 3: Success stories and support resources
Each email should be 150-200 words, professional yet friendly tone.
" --enable-analytics --context '{"campaign":"welcome_series","audience":"b2b"}' > email-series.md
🏢 Business & Operations¶
Data Analysis & Reporting¶
Scenario: Business analyst needs to interpret data and create reports.
class BusinessAnalyzer {
private neurolink: NeuroLink;
constructor() {
this.neurolink = new NeuroLink();
}
async analyzeData(data: any[], question: string, context: any = {}) {
const dataPreview = JSON.stringify(data.slice(0, 5), null, 2);
const prompt = `Analyze this business data and answer: ${question}
Context: ${JSON.stringify(context)}
Data sample (${data.length} total records):
${dataPreview}
Provide insights, trends, and actionable recommendations.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "google-ai",
temperature: 0.4,
maxTokens: 800,
});
}
async createExecutiveSummary(metrics: any, timeframe: string) {
const prompt = `Create an executive summary for ${timeframe} business performance.
Key metrics:
${JSON.stringify(metrics, null, 2)}
Include: key achievements, challenges, trends, recommendations.
Target audience: C-level executives.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "anthropic",
temperature: 0.5,
maxTokens: 600,
});
}
async generatePredictions(historicalData: any[], forecastPeriod: string) {
const prompt = `Based on this historical data, provide business predictions for ${forecastPeriod}.
Historical data:
${JSON.stringify(historicalData, null, 2)}
Include confidence levels and risk factors.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "google-ai",
temperature: 0.6,
});
}
}
// Usage
const analyzer = new BusinessAnalyzer();
// Analyze sales data
const salesAnalysis = await analyzer.analyzeData(
salesData,
"What are the key trends in our sales performance?",
{ department: "sales", region: "north_america" },
);
// Create quarterly summary
const summary = await analyzer.createExecutiveSummary(
{
revenue: "$2.5M",
growth: "15%",
customers: 1250,
churn: "3.2%",
},
"Q3 2024",
);
// Generate predictions
const forecast = await analyzer.generatePredictions(
monthlyMetrics,
"next quarter",
);
Meeting & Communication¶
# Meeting notes processing
cat meeting-transcript.txt | npx @juspay/neurolink gen "
Summarize this meeting transcript into:
1. Key decisions made
2. Action items with owners
3. Next steps and deadlines
4. Important discussion points
Format as structured meeting notes.
" --provider anthropic
# Email response generation
npx @juspay/neurolink gen "
Draft a professional response to this customer complaint:
'Your software crashed during our important presentation. This is unacceptable!'
Response should: acknowledge the issue, apologize, explain next steps, offer compensation.
" --temperature 0.4
🎓 Education & Training¶
Curriculum Development¶
Scenario: Educational institution creating AI-enhanced learning materials.
class EducationalAssistant {
private neurolink: NeuroLink;
constructor() {
this.neurolink = new NeuroLink();
}
async createLessonPlan(
subject: string,
gradeLevel: string,
duration: string,
) {
const prompt = `Create a comprehensive lesson plan for ${subject} (${gradeLevel}).
Duration: ${duration}
Include: objectives, materials, activities, assessment, homework.
Make it engaging and age-appropriate.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "anthropic",
temperature: 0.7,
});
}
async generateQuizQuestions(
topic: string,
difficulty: string,
count: number,
) {
const prompt = `Generate ${count} ${difficulty} quiz questions about ${topic}.
Include multiple choice, true/false, and short answer questions.
Provide correct answers and explanations.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "openai",
temperature: 0.5,
});
}
async explainConcept(
concept: string,
audience: string,
useAnalogies: boolean = true,
) {
const analogyInstruction = useAnalogies
? "Use simple analogies and examples."
: "";
const prompt = `Explain "${concept}" for ${audience}. ${analogyInstruction}
Make it clear, engaging, and easy to understand.
Break down complex ideas into simple steps.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "google-ai",
temperature: 0.6,
});
}
async createStudyGuide(materials: string[], examDate: string) {
const prompt = `Create a study guide for exam on ${examDate}.
Course materials:
${materials.join("\n")}
Include: key topics, important concepts, practice questions, study schedule.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "anthropic",
temperature: 0.4,
});
}
}
// Usage
const educator = new EducationalAssistant();
// Create lesson plan
const lessonPlan = await educator.createLessonPlan(
"Introduction to Machine Learning",
"College Sophomore",
"90 minutes",
);
// Generate quiz
const quiz = await educator.generateQuizQuestions(
"JavaScript fundamentals",
"intermediate",
10,
);
// Explain complex concept
const explanation = await educator.explainConcept(
"Quantum entanglement",
"high school students",
true,
);
🏥 Healthcare & Research¶
Medical Documentation¶
Scenario: Healthcare professionals need assistance with documentation and research.
# Medical research summary
npx @juspay/neurolink gen "
Summarize recent developments in diabetes treatment (2023-2024).
Focus on: new medications, treatment approaches, clinical trial results.
Target audience: healthcare professionals.
" --provider anthropic --enable-evaluation --evaluation-domain "Medical Professional"
# Patient education material
npx @juspay/neurolink gen "
Create patient education material about hypertension management.
Include: lifestyle changes, medication compliance, warning signs.
Use simple language for general public.
" --temperature 0.3
# Clinical case analysis
npx @juspay/neurolink gen "
Analyze this clinical case and suggest differential diagnoses:
[Patient symptoms and history]
Consider: common conditions, rare diseases, diagnostic tests needed.
" --provider google-ai --enable-analytics
🛒 E-commerce & Retail¶
Product Management¶
Scenario: E-commerce company optimizing product listings and customer experience.
class EcommerceAssistant {
private neurolink: NeuroLink;
constructor() {
this.neurolink = new NeuroLink();
}
async optimizeProductDescription(productInfo: any, targetKeywords: string[]) {
const prompt = `Create an optimized product description for:
Product: ${productInfo.name}
Category: ${productInfo.category}
Features: ${productInfo.features.join(", ")}
Target keywords: ${targetKeywords.join(", ")}
Make it compelling, SEO-friendly, and conversion-focused.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "openai",
temperature: 0.7,
});
}
async generateCustomerEmailResponse(inquiry: string, orderInfo: any) {
const prompt = `Generate a helpful customer service response for this inquiry:
Customer inquiry: ${inquiry}
Order information: ${JSON.stringify(orderInfo)}
Be professional, empathetic, and solution-focused.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "anthropic",
temperature: 0.4,
});
}
async analyzeCustomerFeedback(reviews: string[]) {
const reviewText = reviews.join("\n---\n");
const prompt = `Analyze these customer reviews and provide insights:
${reviewText}
Identify: common themes, pain points, positive aspects, improvement suggestions.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "google-ai",
temperature: 0.5,
});
}
}
// Usage
const ecommerce = new EcommerceAssistant();
// Optimize product listing
const description = await ecommerce.optimizeProductDescription(
{
name: "Wireless Bluetooth Headphones",
category: "Electronics",
features: ["Noise cancellation", "30-hour battery", "Quick charge"],
},
["wireless headphones", "noise cancelling", "bluetooth"],
);
// Generate customer response
const response = await ecommerce.generateCustomerEmailResponse(
"My order hasn't arrived yet and it's been 10 days",
{ orderNumber: "12345", estimatedDelivery: "2024-01-15" },
);
🎨 Creative Industries¶
Design & Creative Content¶
# Design brief generation
npx @juspay/neurolink gen "
Create a design brief for a mobile app targeting young professionals.
App purpose: Personal finance management
Include: target audience, visual style, color palette, typography, user experience goals.
" --temperature 0.8
# Creative campaign concepts
npx @juspay/neurolink gen "
Generate 5 creative campaign concepts for a sustainable fashion brand.
Target: environmentally conscious millennials
Include: campaign theme, key message, content ideas, channel strategy.
" --provider openai --enable-analytics
# Video script writing
npx @juspay/neurolink gen "
Write a 60-second video script for a tech startup's product demo.
Product: AI-powered project management tool
Include: hook, problem, solution, benefits, call-to-action.
" --max-tokens 500
🔧 DevOps & Infrastructure¶
Automation & Monitoring¶
class DevOpsAssistant {
private neurolink: NeuroLink;
constructor() {
this.neurolink = new NeuroLink();
}
async generateDockerfile(appInfo: any) {
const prompt = `Generate a production-ready Dockerfile for:
Application: ${appInfo.type}
Runtime: ${appInfo.runtime}
Dependencies: ${appInfo.dependencies.join(", ")}
Include: security best practices, multi-stage build, health checks.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "anthropic",
temperature: 0.3,
});
}
async analyzeLogError(errorLog: string, systemContext: any) {
const prompt = `Analyze this error log and provide troubleshooting steps:
Error log:
${errorLog}
System context:
${JSON.stringify(systemContext)}
Include: root cause analysis, fix suggestions, prevention measures.`;
return await this.neurolink.generate({
input: { text: prompt },
provider: "google-ai",
temperature: 0.4,
});
}
}
// Usage
const devops = new DevOpsAssistant();
// Generate Dockerfile
const dockerfile = await devops.generateDockerfile({
type: "Node.js web application",
runtime: "Node.js 18",
dependencies: ["express", "mongodb", "redis"],
});
// Analyze error
const troubleshooting = await devops.analyzeLogError(errorLogText, {
environment: "production",
service: "api-gateway",
});
📊 Research & Analytics¶
Market Research¶
# Competitive analysis
npx @juspay/neurolink gen "
Analyze the competitive landscape for AI-powered productivity tools.
Include: key players, market positioning, feature comparison, market gaps.
" --provider anthropic --enable-evaluation --evaluation-domain "Market Research Analyst"
# Survey analysis
cat survey-responses.csv | npx @juspay/neurolink gen "
Analyze these survey responses about remote work preferences.
Identify: key trends, demographic patterns, actionable insights.
" --enable-analytics --context '{"research_type":"employee_survey"}'
# Trend prediction
npx @juspay/neurolink gen "
Based on current technology trends, predict the future of workplace collaboration tools (2025-2030).
Consider: AI integration, VR/AR adoption, security concerns, user behavior changes.
" --temperature 0.6
These use cases demonstrate NeuroLink's versatility across different industries and professional roles, showing how AI can enhance productivity and decision-making in real-world scenarios.
📚 Related Documentation¶
- Basic Usage - Getting started examples
- Advanced Examples - Complex integration patterns
- Business Examples - Business-focused applications
- CLI Examples - Command-line use cases