Campaign Planning & Deal Optimization Engine
Deploys 9 specialized AI agents in a coordinated workflow to analyze deals across 127 publishers, match audiences through privacy-safe clean rooms, optimize budget allocation using Media Mix Modeling, ensure regulatory compliance, calculate carbon footprint, and assess brand safety risks. Produces actionable deal recommendations with full reasoning transparency.
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
Agent Orchestration dashboard for Q4 2024 CTV Launch Campaign showing 9-agent execution pipeline with system metrics, live activity logs displaying real-time agent reasoning and tool calls, and detailed agent cards for Orchestrator and Market Intelligence agents with completion status and confidence scores.
AI Agent Results presenting executive summary of campaign analysis across 127 publishers with 12 deals recommended, $2.5M optimized budget, 102.6M projected reach at 93% AI confidence, actionable recommendations for Netflix/Prime Video ad tiers, Retail Media Network integration, and Supply Path Optimization savings.
Execution Trace providing technical observability with timeline view of all 9 agents (Orchestrator, Market Intelligence, Competitive Intelligence, Inventory Scout, Audience Analyst, Budget Optimizer, Privacy & Compliance, Sustainability, Risk Assessment), showing 174.51s duration, 9,149 tokens, 33 tool calls, and $0.0604 total cost.
Deal Activation interface showing activation queue with recommended deals from Netflix, Prime Video, NBCU Peacock, Amazon DSP, Walmart Connect, Hulu+Disney+, and Warner Bros Discovery, displaying health scores, CPM rates, reach projections, platform connection status, and real-time performance metrics.
AI Agents
Specialized autonomous agents working in coordination
Orchestrator Agent
Complex deal optimization requires sequential coordination of nine specialized agents with proper dependency management. Results must be synthesized into coherent recommendations.
Core Logic
Coordinates the multi-agent workflow through intelligent task delegation, manages agent dependencies and sequencing, validates outputs against brief requirements, synthesizes recommendations from all agents, and generates executive summaries. Handles workflow state, exceptions, and completion status.
Market Intelligence Agent
Deal selection without current market context leads to overpaying or missing opportunities. Agencies need real-time CPM benchmarks, trend analysis, and market dynamics.
Core Logic
Fetches real-time market pricing data by vertical and channel, analyzes CPM trends and inventory volume, forecasts market conditions for campaign flight dates. Provides benchmark context for deal evaluation and identifies market timing opportunities.
Competitive Intelligence Agent
Planning without competitive visibility leads to head-to-head battles in saturated channels while missing underserved opportunities where share of voice is achievable.
Core Logic
Scans competitor advertising activity across CTV, Retail Media, and Display channels. Calculates share of voice by brand and channel. Detects new competitor campaign launches. Benchmarks performance metrics against industry standards. Recommends channel strategies based on competitive landscape.
Inventory Scout Agent
The streaming inventory landscape has exploded with Netflix, Prime Video, Retail Media Networks, and hundreds of publishers. Manual deal discovery cannot evaluate this volume.
Core Logic
Scans inventory feeds from 127 publishers across CTV, Retail Media Networks (Amazon, Walmart, Target), and premium video. Analyzes Netflix and Prime Video ad tiers. Evaluates deals against audience match, quality, and brand safety criteria. Applies Supply Path Optimization to identify efficient paths.
Audience Analyst Agent
Matching target audiences to available inventory while maintaining privacy compliance and maximizing reach requires analyzing overlaps across hundreds of deals.
Core Logic
Matches audience segments to inventory using privacy-safe clean room queries. Calculates match rates and projected reach for each deal. Builds lookalike models to expand audience. Implements hybrid targeting strategy combining first-party data, contextual AI, and cohort-based approaches for cookieless environments.
Budget Optimizer Agent
Allocating budget across deals to maximize ROAS requires understanding cross-channel attribution that simple last-touch models miss. Supply chain inefficiencies also erode budgets.
Core Logic
Runs Media Mix Modeling to determine channel multipliers and attribution. Applies knapsack optimization algorithm for budget allocation across deals. Analyzes supply paths to remove reseller fees (SPO). Runs Monte Carlo simulations for scenario planning with confidence intervals.
Privacy & Compliance Agent
Privacy regulations vary by geography (GDPR, CCPA) and state (Virginia VCDPA, Colorado CPA). Campaign targeting must comply across all applicable jurisdictions.
Core Logic
Audits all targeting strategies against applicable privacy regulations. Verifies consent coverage and opt-out compliance. Assesses state-specific requirements across Virginia, Colorado, Connecticut, Utah, and Texas. Validates clean room queries use differential privacy. Generates compliance documentation and audit trails.
Sustainability Agent
Brands increasingly require carbon footprint reporting for advertising. Supply chain emissions (Scope 3) are particularly difficult to measure and optimize in programmatic.
Core Logic
Calculates campaign carbon footprint across Scope 1, 2, and 3 emissions. Identifies publishers with green media certifications (Scope3, AdGreen). Optimizes supply paths to reduce emissions. Recommends sustainable inventory alternatives. Generates sustainability reports with carbon offset options.
Risk Assessment Agent
Brand safety risks from MFA sites, IVT fraud, and misinformation have increased. Traditional blocklists cannot keep pace with emerging threats requiring AI detection.
Core Logic
Evaluates brand safety scores using AI detection models. Identifies elevated IVT risk patterns through anomaly detection. Scans for Made-for-Advertising (MFA) sites and misinformation. Verifies supply chain integrity via sellers.txt. Calculates overall risk scores with mitigation recommendations.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
8 technologies
Architecture Diagram
System flow visualization