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System Status
Online: 3K+ Agents Active
Digital Worker 9 AI Agents Active

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.

9 AI Agents
8 Tech Stack
AI Orchestrated
24/7 Available
Worker ID: campaign-planning-deal-optimization

Problem Statement

The challenge addressed

Media buyers face an explosion of deal options across 100+ publishers including Netflix, Prime Video, Retail Media Networks, and traditional CTV. Evaluating deals against audience match, quality, brand safety, privacy compliance, and sustainability g...

Solution Architecture

AI orchestration approach

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 fo...
Interface Preview 4 screenshots

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.

Multi-Agent Orchestration

AI Agents

Specialized autonomous agents working in coordination

9 Agents
Parallel Execution
AI Agent

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.

ACTIVE #1
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AI Agent

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.

ACTIVE #2
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AI Agent

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.

ACTIVE #3
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AI Agent

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.

ACTIVE #4
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AI Agent

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.

ACTIVE #5
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AI Agent

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.

ACTIVE #6
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AI Agent

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.

ACTIVE #7
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AI Agent

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.

ACTIVE #8
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AI Agent

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.

ACTIVE #9
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Technical Details

Worker Overview

Technical specifications, architecture, and interface preview

System Overview

Technical documentation

The Campaign Planning & Deal Optimization Engine is an agency-focused agentic system that coordinates nine specialized AI agents to evaluate inventory, select optimal deals, and allocate budgets across the streaming advertising ecosystem. The system processes campaign briefs through sequential agent orchestration covering market intelligence, competitive analysis, inventory scouting, audience matching, budget optimization, compliance verification, sustainability assessment, and risk evaluation.

Tech Stack

8 technologies

Integration with 127+ publisher inventory feeds including CTV and Retail Media Networks

Privacy-safe clean room connections (LiveRamp, InfoSum) for audience matching

Media Mix Modeling (MMM) attribution engine for budget optimization

Supply Path Optimization (SPO) analysis for cost efficiency

Carbon footprint calculation with Scope 1/2/3 emissions tracking

AI-based IVT and MFA detection for fraud and brand safety

Multi-regulation compliance engine (GDPR, CCPA, state laws)

Real-time competitive intelligence and market benchmark APIs

Architecture Diagram

System flow visualization

Campaign Planning & Deal Optimization Engine Architecture
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