Not Every Interaction Is Created Equal: Why Understanding L1, L2, and L3 Support Is Key to AI Agent Strategy

Not Every Interaction Is Created Equal: Why Understanding L1, L2, and L3 Support Is Key to AI Agent Strategy

As AI agents become central to customer experience strategies, a familiar trap is emerging: over-automating the wrong interactions while under-investing in the ones that matter. You’ve probably heard vendors talk about automating “simple” tasks like resetting passwords, checking claim statuses, and booking appointments. But simplicity is not the same as strategic value. To get automation right, product and operations leaders need to go beyond the channel and focus on the complexity of interactions. Specifically, the difference between L1, L2, and L3 support tiers. Let’s break it down.

What Are L1, L2, and L3 Interactions?

These tiers reflect more than just the topic of an interaction, they reflect how much context, judgment, and integration are required to reach a resolution.

Level 1 (L1): Routine and Rule-Based

L1 interactions are straightforward, transactional, and well-documented. They require little to no context from previous conversations and no interpretation of policy nuance.

What defines L1:

  • One-step tasks with low variability: things such as hours of operation, address of storefronts, or specific FAQs
  • Doesn’t require backend system access (or accesses one system in a simple way)
  • Resolution can be fully scripted or template-driven

Why AI works well: These interactions can be fully handled by AI agents using simple RAG. There is value in automating these types of interactions and reducing the load on human support. 

Level 2 (L2): Contextual and Connected

L2 interactions require a deeper understanding of the customer’s specific situation and the ability to apply logic or rules dynamically. These conversations often involve multi-turn dialogues and decision-making based on backend data.

What defines L2:

  • Requires access to and coordination between backend systems (e.g., CRM, claims, scheduling)
  • Involves business rules, policies, or calculations based on customer data
  • May require AI to explain an outcome or reason through options
  • Often includes some ambiguity or decision paths that branch

Why AI needs more than scripts: These are high-value opportunities for AI Agents to execute workflows, retrieve information, and respond with context. But doing so requires integration and reasoning, not just recognition.

Level 3 (L3): Escalated, Emotional, or Expert-Only

L3 interactions are complex, often emotionally charged, and require human judgment, negotiation, or discretion. They can’t be reliably automated (or shouldn’t be), but they can be enhanced with AI.

What defines L3:

  • High stakes or emotional sensitivity
  • Involves gray areas of policy, edge cases, or exceptions
  • May include complaints, legal issues, or escalations
  • Requires human empathy or negotiation

Why AI plays a supporting role: AI shouldn’t attempt to resolve these issues, but it should help by gathering context, summarizing the issue, and guiding the human agent for faster and more empathetic resolution.

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John McMullan
Director of AI Agent Marketing
LinkedIn profile
May 8, 2025