Case Study - Heurista Product
Lingo-Link
AI-Powered API Orchestration Platform
Product Vision & Goals
Business Vision
- •Democratize API integration by removing technical barriers through natural language
- •Create an intelligent middleware that understands intent and orchestrates complex API workflows
- •Build a SaaS platform that scales from startups to enterprise-level API operations
- •Reduce integration time from weeks to minutes with AI-powered automation
Technical Innovation
- •Multi-agent AI system with 8 specialized agents for different orchestration tasks
- •Intelligent execution planning that analyzes dependencies and optimizes call order
- •Automatic visualization generation from API responses using AI-powered analysis
- •Callback system for asynchronous operations with webhook notifications
Our Development Approach
1
AI-First Architecture
Built from the ground up with AI at the core. Designed a multi-agent system where each agent specializes in specific tasks like endpoint selection, execution planning, and response validation.
2
Iterative Development
Started with MVP focusing on simple query-to-API mapping, then progressively added advanced features like async processing, visualizations, and multi-step workflows based on user feedback.
3
Production Ready
Comprehensive error handling, retry logic, rate limiting, and monitoring. Deployed on AWS with auto-scaling and load balancing for enterprise-grade reliability.
The Solution
Lingo-Link is our flagship SaaS product that revolutionizes API integration. Instead of manually writing code to connect different services, users simply describe what they want in natural language, and our AI agents handle the rest.
The platform features a sophisticated multi-agent architecture where 8 specialized AI agents collaborate to understand queries, select appropriate endpoints, plan execution order, make API calls, validate responses, and even generate visualizations - all automatically.
Key Features
AI-Powered Natural Language Processing
Convert human language queries into structured API calls using advanced multi-agent AI architecture powered by Google's Gemini AI.
Intelligent Endpoint Discovery
Automatically discover, select, and execute appropriate API endpoints based on query intent with smart parameter injection.
Real-time & Async Processing
Support for both immediate responses and asynchronous action processing with webhook callbacks for long-running operations.
Secure & Scalable
Enterprise-grade security with API key authentication, encrypted storage, and scalable architecture built on AWS infrastructure.
Real-time Query Monitoring
Monitor every query with detailed progress tracking, agent execution status, token usage analytics, and complete visibility into the processing pipeline
Query Progress Tracking
Real-time visibility into query status, agent execution progress, and processing stages with detailed timestamps and metrics
Agent Token Analytics
Monitor AI token usage for each agent, track costs, and optimize queries with detailed consumption analytics and budgeting tools
Execution Insights
Complete audit trail of all API calls, agent decisions, and processing steps with performance metrics and success rates
Client Testimonial
Shamal De Silva
ML Engineer
"We integrated Lingo-Link with our ML backend to streamline API interactions across our machine learning pipeline. The natural language interface made it incredibly easy for our team to interact with multiple data sources and services without writing repetitive integration code."
"What impressed us most was the significant reduction in code duplication and configuration overhead. Instead of maintaining separate API clients and configuration files for each service, we simply describe what we need and Lingo-Link handles the rest. This has dramatically reduced our codebase complexity and maintenance burden."
"The monitoring dashboard is excellent - we can track token usage, query performance, and agent execution in real-time. For ML engineers who need to orchestrate multiple APIs for data collection and model serving, Lingo-Link is a productivity game-changer. Highly recommended!"
Experience the Future of API Integration
Transform your API workflows with AI-powered orchestration