GLOSSARY
Key terms and definitions to understand ORCAai and modern ecommerce analytics
Agentic AI
AI systems that can act autonomously to achieve goals, make decisions, and take actions without constant human oversight. Unlike simple chatbots or recommendation engines, agentic AI can plan, execute multi-step workflows, and adapt based on outcomes.
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AI Teammates
Autonomous AI agents that function as full-time team members, each with specialized roles and capabilities. In ORCAai, the three AI teammates are the Business Analyst, Growth Manager, and Content Strategist.
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Attribution Triangulation
ORCAai's method of combining three data sources—first-party pixel tracking, first impression data, and platform-reported metrics—to provide more accurate attribution than any single source. This multi-source approach accounts for tracking limitations in the post-iOS 14 landscape.
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Business Analyst (AI Teammate)
An AI teammate that provides real-time business intelligence, KPI tracking, forecasting, and data analysis. The Business Analyst helps you understand your performance at a glance and dive deep into the metrics that matter.
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CAAP (Contribution After Ad Spend)
A profitability metric that shows the true value created by marketing spend. CAAP = (Revenue × Contribution Margin %) - Ad Spend. Unlike ROAS, which only measures revenue, CAAP accounts for product costs to show actual profit contribution.
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Content Strategist (AI Teammate)
An AI teammate that analyzes creative performance, identifies winning content themes, and generates detailed creative briefs. The Content Strategist helps optimize your creative strategy based on what actually drives conversions.
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Creative Brief
A data-driven document generated by the Content Strategist AI that specifies what creative elements are working, what to test next, and how to optimize content strategy. Based on analysis of past creative performance across all channels.
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DTC (Direct-to-Consumer)
A business model where brands sell directly to end customers, typically through their own ecommerce website, rather than through retailers or intermediaries. DTC brands have direct relationships with customers and full control over the buying experience.
First Impression Attribution
Attribution method that tracks the first time a user sees your ad, even if they don't click. Important for understanding true brand reach and the full customer journey, especially for video and display advertising.
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Growth Manager (AI Teammate)
An AI teammate that manages daily pacing, monitors spend efficiency, optimizes budget allocation, and ensures you hit growth targets. The Growth Manager works 24/7 to keep campaigns on track and performing optimally.
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LTV (Lifetime Value)
The total revenue expected from a customer over their entire relationship with your brand. Critical for understanding payback periods, setting sustainable CAC targets, and making informed decisions about customer acquisition spend.
Orchestration Layer
The system that coordinates multiple AI agents and data sources to work together seamlessly. In ORCAai, Sonar serves as the orchestration layer, enabling our AI teammates to collaborate and provide comprehensive insights.
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Pacing
The practice of monitoring daily or weekly spending and performance against monthly targets to ensure you're on track to hit goals. Effective pacing prevents end-of-month surprises and allows for proactive optimization.
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Payback Period
The time it takes for the LTV of acquired customers to exceed the cost of acquiring them (CAC). Shorter payback periods mean healthier unit economics and faster capital efficiency for scaling.
ROAS (Return on Ad Spend)
Revenue generated divided by ad spend. While commonly used, ROAS doesn't account for product costs or contribution margin, making it less useful for profitability decisions than metrics like CAAP.
Sonar
ORCAai's proprietary orchestration layer that coordinates multiple AI agents, data sources, and analytical processes. Sonar enables our AI teammates to work together cohesively and provide comprehensive growth intelligence.
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QUICK REFERENCE
AI Teammates
- • Business Analyst
- • Growth Manager
- • Content Strategist
Key Metrics
- • CAAP
- • LTV
- • Payback Period
- • ROAS
Technology
- • Agentic AI
- • Sonar (Orchestration)
- • Attribution Triangulation
READY TO PUT THESE CONCEPTS TO WORK?
See how ORCAai's AI teammates use these principles to drive your growth