# Material Model (YC S25)

**Source:** https://www.startuphub.ai/startups/material-model-yc-s25
**Profile type:** Startup

> Transforms existing cameras and smart devices into LLM-connected intelligent sensors for visual recognition.

## About

Material Model offers a clienteling platform for DTC ecommerce brands that leverages two-way iMessage conversations to provide support and drive repeat purchases. Their solution integrates with iMessage, RCS, SMS, and WhatsApp, enabling brands to answer customer questions, handle live orders, and facilitate post-delivery engagement. This approach aims to increase repeat purchases and reduce returns by keeping customer conversations open across the sales and support journey.

## Key facts

- **Slug:** material-model-yc-s25
- **Website:** https://returnsignals.com
- **Location:** San Francisco, United States
- **Founded:** 2025-08-06 20:25:00
- **Employees:** 2
- **Operating status:** Active
- **Total funding:** $501M
- **Sectors / tags:** Computer Vision, LLM-based AI, Smart Sensors, IoT, Behavioral Analytics, Event Recognition, Visual Recognition, AI Platform, Edge AI, Generative AI, Large Language Model, Foundation Model, Agentic AI, AI Agent, Enterprise Software, API Platform
- **Social:**
  - LinkedIn: https://www.linkedin.com/company/material-model/
  - Twitter: https://x.com/MaterialModelAI

## Frequently asked

### What does Material Model (YC S25) do?

Material Model offers a clienteling platform for DTC ecommerce brands that leverages two-way iMessage conversations to provide support and drive repeat purchases. Their solution integrates with iMessage, RCS, SMS, and WhatsApp, enabling brands to answer customer questions, handle live orders, and facilitate post-delivery engagement. This approach aims to increase repeat purchases and reduce returns by keeping customer conversations open across the sales and support journey.

### What is Material Model (YC S25)'s revenue?

StartupHub estimates Material Model (YC S25)'s annual revenue at $307K (range $232K to $513K, 63% confidence), based on comparable companies in the sector.

### What is Material Model (YC S25)'s valuation?

StartupHub estimates Material Model (YC S25)'s effective valuation at $2.0B (range $1.3B to $3.0B, 18% confidence), based on comparable companies in the sector.

### How much funding has Material Model (YC S25) raised?

Material Model (YC S25) has raised a total of $501M in funding. The most recent round on record is Seed.

### Where is Material Model (YC S25) headquartered?

Material Model (YC S25) is headquartered in San Francisco, United States.

### When was Material Model (YC S25) founded?

Material Model (YC S25) was founded in 2025.

### What industry does Material Model (YC S25) operate in?

Material Model (YC S25) operates in Computer Vision, LLM-based AI, Smart Sensors, IoT, Behavioral Analytics, Event Recognition.

### How many employees does Material Model (YC S25) have?

Material Model (YC S25) has approximately 2 people on record.

## JSON-LD

Structured data aligned with this page's `<script type="application/ld+json">` (included when the profile is server-rendered).

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "BreadcrumbList",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Home",
          "item": "https://www.startuphub.ai"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "Startups",
          "item": "https://www.startuphub.ai/startups"
        },
        {
          "@type": "ListItem",
          "position": 3,
          "name": "Material Model (YC S25)",
          "item": "https://www.startuphub.ai/startups/material-model-yc-s25"
        }
      ]
    },
    {
      "@type": "ProfilePage",
      "@id": "https://www.startuphub.ai/startups/material-model-yc-s25#webpage",
      "url": "https://www.startuphub.ai/startups/material-model-yc-s25",
      "name": "Material Model (YC S25) - AI Startup Profile | StartupHub.ai",
      "description": "This is the official profile of Material Model (YC S25). Material Model (YC S25) is a startup founded in 2025, operating in Computer Vision and LLM-based AI. Transforms existing cameras and smart devices into LLM-connected intelligent sensors for visual recognition. Headquartered in San Francisco, United States. The company has approximately 2 employees.",
      "dateModified": "2026-07-24T15:18:11.022+00:00",
      "mainEntity": {
        "@id": "https://www.startuphub.ai/startups/material-model-yc-s25#organization"
      }
    },
    {
      "@type": "Organization",
      "@id": "https://www.startuphub.ai/startups/material-model-yc-s25#organization",
      "name": "Material Model (YC S25)",
      "url": "https://returnsignals.com",
      "logo": "https://cdn.startuphub.ai/storage/v1/object/public/entity-images/logos/e53747ef-6f8c-4802-aba7-5dccd5c4cf60-square.webp",
      "image": "https://cdn.startuphub.ai/storage/v1/object/public/entity-images/logos/e53747ef-6f8c-4802-aba7-5dccd5c4cf60-square.webp",
      "description": "This is the official profile of Material Model (YC S25). Material Model (YC S25) is a startup founded in 2025, operating in Computer Vision and LLM-based AI. Transforms existing cameras and smart devices into LLM-connected intelligent sensors for visual recognition. Headquartered in San Francisco, United States. The company has approximately 2 employees.",
      "sameAs": [
        "https://www.linkedin.com/company/material-model/",
        "https://x.com/MaterialModelAI",
        "https://www.startuphub.ai/startups/material-model-yc-s25"
      ],
      "foundingDate": "2025-08-06 20:25:00",
      "numberOfEmployees": {
        "@type": "QuantitativeValue",
        "value": 2
      },
      "address": {
        "@type": "PostalAddress",
        "addressLocality": "San Francisco",
        "addressCountry": "US"
      },
      "knowsAbout": [
        "Computer Vision",
        "LLM-based AI",
        "Smart Sensors",
        "IoT",
        "Behavioral Analytics",
        "Event Recognition",
        "Visual Recognition",
        "AI Platform",
        "Edge AI",
        "Generative AI",
        "Large Language Model",
        "Foundation Model",
        "Agentic AI",
        "AI Agent",
        "Enterprise Software",
        "API Platform"
      ]
    }
  ]
}
```