Impact of GenAI Sales Agent Timing in VR Commerce

Research Report Visualization

Interference Timing of
GenAI Sales Agents in Virtual Reality

How does the timing of an AI assistant's approach affect consumer behavior in the Metaverse? This study investigates the impact of Immediate vs. Delayed interference on user experience, decision confidence, and purchase intention.

📄 View on ResearchGate

The Experimental Scenario

Participants were placed in a Virtual Reality showroom and tasked with choosing a 3D printer. The complexity of the product data (specs, price, kit vs. assembled) created a realistic cognitive load, making the role of the AI assistant crucial.

Task: Evaluate these options. In the study, the AI agent would approach either immediately upon entry or delayed (after 5+ seconds of browsing).

The GenAI Pipeline

The sales agent wasn't a static script. It utilized a real-time Generative AI pipeline to converse naturally with participants.

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1. User Speech

Voice Input

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2. Speech-to-Text

Azure STT

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3. LLM Processing

GPT-4 / OpenAI

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4. Text-to-Speech

Azure TTS

User Speech

The participant speaks naturally to the avatar in the VR environment, asking questions like "Which printer is best for beginners?"

Quantitative Results

Comparing the Immediate (Agent interrupts instantly) vs. Delayed (Agent waits for browsing) conditions across 100 participants.

Key Finding: Timing Matters

The Delayed condition significantly outperformed Immediate interference across all positive metrics. Users preferred autonomy before assistance.

Hypothesis Validation

  • H1: Delayed ↑ Usefulness
  • H2: Delayed ↓ Intrusiveness
  • H3: Delayed ↑ Confidence
  • H4: Delayed ↑ Purchase Intent
Key Insights

Implications for V-Commerce

Respect Autonomy

Users in VR environments value the ability to explore independently. Premature intervention by AI agents breaks immersion and is perceived as annoying rather than helpful.

Context Awareness

Sales agents should be programmed to detect "browsing behavior" (e.g., viewing multiple products) before offering assistance, mirroring effective human sales strategies.