Return Signals

Product & Competitive Intelligence

Proactively engages e-commerce customers post-purchase via SMS to prevent returns.

Company Overview

Builds an AI-powered SMS platform that proactively engages high-value e-commerce customers post-purchase, using LLMs and predictive analytics to resolve issues, prevent returns, and convert refunds into exchanges.

Competitive Advantage & Moat

Product Roadmap & Public Announcements

Return Signals has publicly positioned its product around proactive post-delivery SMS engagement, AI-powered conversational support with seamless human escalation, visual support (photo/video analysis), and unified brand dashboards for customer sentiment and product feedback. They publicly highlight 61% engagement rates, 74% response rates, and 1.8-day average resolution times, with a stated goal of delivering 5-10% margin uplift for e-commerce brands.

Signals & Private Analysis

Terms of Service confirm reliance on Google, OpenAI, and Anthropic AI providers, suggesting a multi-model orchestration approach. Founder Ilya Valmianski's deep background in medical NLP and conversational AI (Curai Health, MDandMe/AuxHealth) suggests proprietary work on context-aware dialogue systems. The lack of Shopify App Store or G2 reviews implies they are operating in a high-touch, white-glove pilot phase with select enterprise brands. Conference and YC Demo Day signals point toward omnichannel expansion (WhatsApp, email, chat) and deeper e-commerce platform integrations.

Product Roadmap Priorities

Predictive user segmentation
Improving
Revenue Growth
Product

Predictive High-Value Customer Identification & Proactive Engagement

In Plain English

The AI figures out which customers are most valuable and reaches out to them first after delivery, before they even think about returning something.

Analogy

It's like a maître d' who memorizes every VIP guest's favorite table and greets them by name before they even reach the door.

Computer vision analysis
Improving
Cost Reduction
Engineering

Visual AI for Product Issue Diagnosis & Resolution

In Plain English

When a customer texts a photo of a damaged or wrong item, the AI instantly analyzes the image to figure out what's wrong and suggests a fix or exchange—no human needed.

Analogy

It's like having a doctor who can diagnose your problem just by looking at a photo you texted, then immediately writing the prescription.

Adaptive dialogue generation
Improving
Product Differentiation
Customer Success

Context-Aware Conversational AI with Adaptive Tone & Escalation

In Plain English

The AI chatbot doesn't just answer questions—it reads the customer's mood and adjusts its tone like a skilled human agent, knowing exactly when to handle things itself and when to bring in a real person.

Analogy

It's like a customer service rep who can tell you're frustrated before you even say it, switches from cheerful to empathetic on a dime, and knows exactly when to say "let me get my manager" without you having to ask.

Company Overview

Key Team Members

  • Ilya Valmianski, Co-Founder & CEO

Ilya Valmianski's rare combination of PhD-level ML research, production conversational AI experience in healthcare (where accuracy and empathy are critical), and prior founder experience gives Return Signals a technical edge in building nuanced, context-aware AI agents that feel human, applied to the high-stakes, high-margin world of e-commerce customer retention.

Funding History

  • 2024 | Return Signals founded by Ilya Valmianski and Alejandro Zaniolo.
  • 2025 | Accepted into Y Combinator; Pre-Seed round completed (amount undisclosed).
  • 2025-2026 | Product development and early pilot phase with select e-commerce brands.

Competitors

  • AI Customer Support: Gorgias (Shopify-native CX), Siena AI (empathic AI agent), Zowie (e-commerce AI).
  • Proactive Engagement: Attentive (SMS marketing), Postscript (SMS for Shopify), Klaviyo (email/SMS automation).
  • Returns Management: Loop Returns, Narvar, Happy Returns (logistics-focused).
  • AI Concierge/Chat: Ada, Intercom Fin, Tidio AI (general AI support agents).