• Venture Scout
  • Posts
  • DeepInvent: Generating Tomorrow's Breakthroughs with AI

DeepInvent: Generating Tomorrow's Breakthroughs with AI

A pre-seed AI startup whose platform analyzes scientific and patent data to generate novel inventions in minutes, disrupting traditional R&D cycles.

In partnership with

This week's Startup feature is DeepInvent. DeepInvent is developing the first AI that can invent in any industry, leveraging vast datasets of scientific and patent data to generate breakthrough inventions for startups and enterprises alike.

Start learning AI in 2025

Everyone talks about AI, but no one has the time to learn it. So, we found the easiest way to learn AI in as little time as possible: The Rundown AI.

It's a free AI newsletter that keeps you up-to-date on the latest AI news, and teaches you how to apply it in just 5 minutes a day.

Plus, complete the quiz after signing up and they’ll recommend the best AI tools, guides, and courses – tailored to your needs.

Company & Team Introduction

Founded in January 2025, DeepInvent is a lean, Austin, Texas-based AI startup on a mission to fundamentally reshape the landscape of innovation. The company aims to uncover hidden knowledge and relationships within complex data that lie beyond the scope of human analysis, compressing research and development timelines from months to mere minutes. DeepInvent operates with a focused team of under 10 employees.

Leadership Team:

  • Marcus Weller, CEO: As CEO, Marcus Weller leads the company's vision and strategy. He brings extensive leadership experience, having previously served as Chairman at Payminto.

  • Mitchell Weller, CLO: As Chief Legal Officer, Mitchell Weller guides the company's critical intellectual property strategy and legal framework.

Product Overview

DeepInvent has launched its flagship product, AI Innovator, a platform engineered to automate and accelerate the entire invention process. At its core, AI Innovator leverages deep learning to analyze vast datasets of scientific research, patent filings, and industry data. This allows it to generate entirely novel, patentable ideas and then seamlessly guide users through the process of bringing those concepts to fruition.

Key Features

AI Innovator offers a comprehensive toolkit for innovation, redefining how intellectual property is created and protected:

  • Data-Driven Discovery: The platform automatically compiles and analyzes prior patents, scientific literature, and industry trends, organizing them into a dynamic knowledge graph. This process uncovers insights and opportunities often missed by traditional research, ensuring generated inventions are not just novel, but contextually relevant and practical.

  • Whitespace Analysis: Starting with a user's initial concept, AI Innovator scours relevant data to map the existing landscape. By creating a comprehensive knowledge graph, it identifies fertile ground for innovation, pinpointing unmet needs and opportunities for groundbreaking development.

  • Automated Patent Drafting: In one of its most transformative features, the platform can generate a provisional patent draft for your IP professional in minutes. This capability dramatically reduces the time and cost associated with securing an invention before public disclosure.

Market Opportunity

DeepInvent is strategically positioned at the nexus of the burgeoning Artificial Intelligence (AI) and Intellectual Property (IP) markets. As businesses worldwide face escalating pressure to innovate, the demand for sophisticated tools that accelerate R&D and generate novel IP is surging. By automating the innovation pipeline, DeepInvent is poised to capture a significant share of several multi-billion dollar markets.

The convergence of three powerful market trends fuels DeepInvent's potential:

  • Artificial Intelligence Market: The global AI market is exploding. Valued at an estimated $757.58 billion in 2025, it is projected to skyrocket to $3.68 trillion by 2034, reflecting a compound annual growth rate (CAGR) of 19.2%. This signals a fundamental shift in how enterprises are integrating AI into core functions like R&D.

  • Patent Analytics Market: Valued at $1.13 billion in 2024, the patent analytics market is on a rapid upward trajectory, anticipated to reach $3.03 billion by 2032 (13.3% CAGR). This highlights the increasing importance businesses place on understanding the IP landscape to drive strategy.

  • Innovation Management Market: Forecast to grow from $3.06 billion in 2025 to $6.68 billion by 2030 (16.90% CAGR), this market’s growth reflects the urgent need for companies to systematize and accelerate their innovation processes to remain competitive.

Business Model & Traction

DeepInvent operates on a powerful platform-as-a-service (PaaS) model with a clear mission: "Innovate first, patents second." The platform automates the time-consuming tasks of research, whitespace analysis, and IP generation, culminating in the automatic drafting of detailed patent applications.

Subscription Plans:

  • Inventor Plan ($199/month): Ideal for individuals, offering 50 credits for research, whitespace analysis, GenerativeIP Engine access, and patent drafting tools.

  • Startup Plan ($999/month): The most popular tier, providing 350 credits, all Inventor features, plus collaboration tools, unlimited scientific research, industry analysis, and premium access to top patent attorneys at member rates.

  • Enterprise Plan (Custom Pricing): Designed for R&D teams, this plan offers tailored credit bundles, a Generative Innovation Hub, API integrations, and comprehensive IP portfolio management tools.

Since its launch, DeepInvent has demonstrated remarkable early traction:

  • Successful Product Launch: The AI Innovator platform went live on June 24, 2025, and saw immediate uptake, with users generating over 2,000 inventions in the first week alone.

Competitors

DeepInvent is pioneering a new category by moving beyond simple analytics to AI-driven invention. It differentiates itself by focusing on the generative aspect of innovation.

  • Traditional R&D Processes: The primary competitor is the status quo—slow, expensive, and manual R&D cycles. DeepInvent’s value lies in its ability to automate and exponentially accelerate this process.

  • Patent Analytics Platforms (e.g., PatSnap, LexisNexis): While these tools help users analyze the past, DeepInvent uses that analysis to build the future. It uses patent and scientific data as an input to generate new concepts, not just analyze old ones.

  • General-Purpose Generative AI (e.g., GPT-4, Gemini): These powerful models are not architected for the rigorous, data-intensive task of creating novel, technically sound inventions. DeepInvent's specialized focus on scientific literature and patent data provides a distinct advantage in accuracy and domain expertise.

Funding

DeepInvent has successfully raised a total of $600,000 in a Pre-Seed funding round, which was announced on April 21, 2025. The round was led by the global early-stage venture capital firm Antler.

Would you invest in DeepInvent?

Let us know!

Login or Subscribe to participate in polls.

This newsletter is not legal, financial, or tax advice. The data, facts, and information presented in the “Venture Scout” newsletter are provided by the featured company or are found through online research. While Venture Scout is verified at a high level to ensure the quality of the newsletter, we cannot guarantee that all information from Venture Scout is correct. As such, we do not make any representations and take no responsibility for the actions you take based upon this information or any other information contained in this newsletter.

Reply

or to participate.