Pattern Group
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Pattern Group (PTRN) investor relations material

Pattern Group 28th Annual Needham Growth Conference Virtual summary

Complete event summary combining all related documents: earnings call transcript, report, and slide presentation.
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28th Annual Needham Growth Conference Virtual summary14 Jan, 2026

Company overview and technology

  • Operates a tech platform enabling brands to accelerate sales across 61 digital marketplaces, focusing on optimizing revenue through data science and machine learning, with 29 patents issued or pending.

  • Uses a stoplight system to assess data sufficiency for applying AI and machine learning, optimizing traffic, conversion, and pricing.

  • Executes 15–16 million bid changes daily on keywords, leveraging high-frequency trading-like strategies for e-commerce.

  • Employs agentic workflows and transformer models to adapt to evolving marketplace algorithms and consumer behaviors.

  • Real-world optimizations include keyword labeling (e.g., adding “gluten-free” to listings) to capture more sales based on data-driven insights.

Industry trends and agentic commerce

  • Agentic shopping, where AI assistants execute purchases, is expected to account for 10–30% of e-commerce by 2030, with protocols like ACP (OpenAI/Stripe) and UCP (Google) emerging.

  • Current adoption is low, but as LLM-driven shopping becomes more seamless, consumer behavior is expected to shift rapidly.

  • Pattern leverages its vast keyword and sentiment data to ensure products are discoverable by AI agents across platforms.

  • Maintains platform agnosticism, focusing on brand success regardless of which marketplace or protocol prevails.

  • Increasing channel complexity benefits Pattern, as most brands lack the resources to manage multi-marketplace strategies.

Business performance and growth drivers

  • Net revenue retention (NRR) is a key metric, rising from 115% to 122% over recent quarters, driven by brand expansion and tech improvements.

  • Growth is supported by expanding brands into new geographies and product lines, with Pattern requiring channel exclusivity and buying inventory directly.

  • Sales cycles average 90 days, with logistics and cost-to-serve improvements reducing expenses and increasing value for brands.

  • Uses data-driven analysis to identify growth levers for brands, such as geographic opportunities and conversion optimization.

Pattern's LLM strategy for product visibility
Inventory model's cash flow advantage
Fulfillment's strategic cost advantage
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