Equation X

Agentic AI Development

Custom AI agents that handle complex workflows autonomously. From computer vision pipelines to human-in-the-loop approval systems.

AI Skincare Analysis Pipeline

Challenge

Generic skincare advice wastes money. Users need personalized routines but trial-and-error with products is expensive and time-consuming.

What We Built

  • Computer vision face mesh analysis (468 landmark points)
  • Deterministic skin metrics: ITA tone classification, pore density, texture scoring
  • RAG-powered routine generation with 5,000+ ingredient interactions
  • pH-differential ingredient sequencing algorithm
  • Multi-layer validation (CV → metrics → LLM synthesis)

Results

  • 90% faster analysis (<200ms vs 2-5 seconds)
  • 100% reproducible skin tone classification
  • 98% ingredient conflict detection accuracy
  • 70% reduction in API costs ($0.0003 vs $0.001 per query)
  • Personalized skincare routines based on individual analysis

Technologies: MediaPipe, Google Gemini, Pinecone RAG, FastAPI, Cloud Run

Travel AI Agent

Challenge

Flight booking requires multiple steps: search, compare prices, hold quotes, process payments. Manual workflow prone to expired quotes and booking errors.

What We Built

  • Natural language flight search interface
  • Amadeus API integration for real-time pricing
  • Automated quote management with 29-minute expiry
  • Multi-turn conversation for itinerary refinement
  • Price validation before final booking
  • PNR generation and booking confirmation

Results

  • Natural language to flight booking workflow
  • Automatic quote expiry management prevents stale prices
  • Real-time inventory and pricing validation
  • Complete booking lifecycle automation
  • Multi-city and complex itinerary support

Technologies: Gemini AI, FastAPI, Amadeus API, PostgreSQL, Cloud Run

Customer Service Agent with Human-in-the-Loop

Challenge

Customer service requires instant responses but high-value decisions need manager approval.

What We Built

  • Multi-modal agent (text + photo recognition)
  • Product identification from customer photos
  • CRM integration (Salesforce) for context
  • Human-in-the-loop approval for orders >100 units
  • Appointment scheduling and order management
  • Inventory and cart management tools

Results

  • Instant customer responses with accurate product info
  • Photo-based plant identification and care recommendations
  • Manager approval workflow for high-value orders
  • Seamless Salesforce integration
  • Complete order lifecycle automation

Technologies: Google ADK, BigQuery, Salesforce API, Vertex AI, Cloud Functions

Capabilities

Computer Vision + AI

  • Face mesh analysis (468-point detection)
  • Photo-based product identification
  • Deterministic metrics before LLM synthesis
  • Multi-layer validation pipelines
  • Real-time image processing (<200ms)

RAG & Knowledge Systems

  • Playbook-based knowledge retrieval
  • Semantic product search with embeddings
  • Document ingestion and chunking
  • Citation and source tracking
  • Multi-source knowledge synthesis

Workflow Automation

  • Natural language query interfaces
  • API integration (Amadeus, Salesforce, CRM)
  • Multi-turn conversation sessions
  • Automated booking and confirmation
  • Quote expiry and state management

Human-in-the-Loop

  • Manager approval workflows
  • Conditional escalation rules
  • Real-time notification systems
  • Audit logging for compliance
  • Multi-tenant organization support

Agent Architecture Patterns

Multi-Stage Pipeline (CV + LLM)

Image → MediaPipe (468 landmarks) → Deterministic Metrics → RAG Retrieval → LLM Synthesis → Validation → Results
100% reproducible, 90% faster than LLM-only

Human-in-the-Loop Approval

Customer Request → AI Analysis → Rule Check → [if high-value] Manager Approval → Execute Action → Notify Customer
Instant for low-risk, secure for high-value

Travel Booking Workflow

User Query → Parse Dates/Destinations → Search Amadeus API → Generate Quote (29min TTL) → User Confirms → Validate Price → Book → Generate PNR → Send Confirmation
Natural language to confirmed booking

Need Custom AI Agents?

We build autonomous agents for your specific business workflows. Whether it's computer vision analysis, document processing, customer service automation, or complex multi-step workflows with human oversight.