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AI Patent Platform Fearn Secures $5.5M Seed Round to Automate Drafting

San Francisco-based intellectual property startup Fearn has announced the completion of a $5.5 million seed funding round to expand its AI-native patent drafting platform.

The round was led by Kindred Ventures, with participation from Andreessen Horowitz’s a16z speedrun startup accelerator, Designer Fund, and Essence VC. Prior to this institutional round, the company operated via founder self-funding.

The Founders and the Logic of Automation

Fearn was founded in 2025 by CEO Han Kim and CTO Angela Gao, who met as graduate students at Caltech. The platform’s architectural focus stems directly from the co-founders’ specialized backgrounds:

  • Han Kim: Previously prosecuted patent applications across software, life sciences, and mechanical arts as a scientific analyst at Morrison & Foerster, while researching bio-inspired neural algorithms during his Ph.D. track at Caltech.
  • Angela Gao: Completed a Ph.D. in computing and mathematical sciences at Caltech, specializing in physics-aligned generative models, alongside previous model development work at Google Research.

Kim noted that his experience in Big Law highlighted systemic inefficiencies in the traditional patent pipeline, which is frequently slow, cost-prohibitive, and anxiety-inducing for engineers worried about technical details being misinterpreted.

“I noticed a lot of the tasks I was doing could be automatable, but obviously I couldn’t automate them. You’re not really allowed to in those sorts of settings and environments,” Kim stated, highlighting the strict procedural friction within traditional law firms that inspired him to build an external automation solution.

How the Multi-Model Stack Works

Unlike general-purpose generative AI tools or simple API wrappers, Fearn is built from the ground up as a fully data-sovereign, AI-native platform. The coordinates a specialized multi-model stack:

  • Bespoke Model Ensemble: The platform utilizes dozens of hypercompact, specialized models, combining proprietary code, fine-tuned open-source models, and symbolic non-LLM systems built from scratch.
  • Data Sovereignty: Fearn hosts 100% of its own model stack internally. It makes zero application programming interface (API) calls to third-party model developers, completely removing the public-disclosure and data-egress risks that typically restrict enterprise IP teams from leveraging generative AI.
  • Hallucination Resistance: By training its custom architectures on highly curated, hand-corrected, and hand-labeled intellectual property datasets, Fearn creates audit trails engineered to guarantee compliance with patent office requirements and eliminate the factual errors common in large language models.

Once the application and automated labeled figures are ready, corporate research teams or solo inventors can choose to file the paperwork independently or hand it off to external counsel for final strategic review. Fearn charges a flat, predictable fee of $2,000 per patent draft, cutting traditional preparation timelines down significantly.

Future Plans and the Legal Tech Boom

With a lean team of fewer than 10 people, Fearn plans to deploy the capital injection primarily toward technical hiring, infrastructure expansion, and offsetting computational overhead.

Looking forward, the company intends to scale its features to assist inventors throughout the entire end-to-end patent prosecution lifestyle. This includes expanding automated systems to handle office action responses and any procedural workflow tied directly to a U.S. Patent and Trademark Office (USPTO) registration number.

Fearn’s successful seed round emphasizes an accelerating streak of legal tech investments by Andreessen Horowitz. The firm’s recent IP and legal portfolio expansion includes:

  • Leading patent automation startup Stilta’s seed round.
  • Anchoring multiple massive funding rounds for legal AI platform Harvey.
  • Backing litigation-focused developer Eve across two distinct rounds.
  • Leading the pre-seed round for communication security provider ZeroDrift.
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When the Standard Goes Silent, the Math Must Speak to Prove Essentiality

When assessing a patent for its Standard Essential Patent (SEP) potential, the real challenge often lies not in whether the technology is relevant but in proving it, rigorously and clause by clause, against a living standard document. Most patents appear to map cleanly at first glance. The difficulty emerges when claim language carries abstract mathematical constructs, frequency-domain descriptions, and signal-processing logic that must be traced to specific normative text in the standard.

A recent Wi-Fi SEP evaluation project focused on US 12XXXX75, a patent covering a method for a wake-up receiver (WUR). It began with a deceptively simple question from the client:

“Does this patent read on the IEEE 802.11-2024 standard and can it be monetized?”

On the surface, the patent’s claims described a method for receiving a wake-up signal (WUS) over a frequency range, filtering it through a channel-selective filter, and modulating the signal on two or more equidistantly spaced carrier frequencies. These are real and specific engineering choices. But the challenge was proving, mathematically and normatively, that every element of the independent claim found its exact counterpart in the IEEE 802.11-2024 standard including one particularly intricate geometric relationship buried in the final claim limitation.

The preliminary read of the patent was encouraging. The independent claim describes a method for a WUR that:
  1. Receives a wake-up signal (WUS) over a frequency range with a signal bandwidth
  2. Filters the received WUS through a filter with a defined filter bandwidth
  3. Modulates the digital WUS sequence on two or more equidistantly spaced carrier frequencies
  4. Requires that the lowest and highest carrier frequencies are each separated from the respective edge of the frequency range by half the carrier frequency interval

The IEEE 802.11-2024 standard’s Section 30 Wake-Up Radio (WUR) PHY specification defines precisely this type of receiver-side operation. The WUR PHY uses multicarrier on-off keying (MC-OOK) to transmit and receive WUR signals within a 20 MHz operating channel, using a specific set of equidistant subcarriers. The alignment was strong but incomplete without resolving the final limitation.

The limitation is where the mapping became technically demanding. The claim requires that:

“…a lowest one of the carrier frequencies and a highest one of the carrier frequencies of the … from a respective edge of the frequency range.”

This is not a qualitative description. It is a quantitative geometric claim about the placement of the outermost active subcarriers relative to the edges of the transmission channel. Proving it required going beyond the normative text and solving the underlying signal-processing mathematics directly from the standard’s parameters.

Working Through the Mathematics

The IEEE 802.11-2024 standard defines the following parameters for MC-OOK transmission:

  • Active subcarrier indices: k = (−6, −4, −2, 2, 4, 6)
  • Subcarrier spacing: Δf = 312.5 kHz
  • IDFT size: 64-point, sampled at 20 MHz

The outermost active subcarriers sit at k = ±6. Their frequency offsets from the channel center are:

f_outer = ±6 × 312.5 kHz = ±1875 kHz

Now, where is the “edge of the frequency range”? In OFDM-based systems, the edge of the frequency range defined by the subcarrier grid is conventionally placed at half a subcarrier spacing beyond the outermost subcarrier that is, at (k_max + 0.5) × Δf:

f_edge = (6 + 0.5) × 312.5 kHz = 6.5 × 312.5 kHz = ±2031.25 kHz

The separation between the outermost active carrier and the edge of the frequency range is therefore:

f_edge − f_outer = 2031.25 kHz − 1875 kHz = 156.25 kHz

And half the carrier frequency interval (Δf/2) is:

312.5 kHz / 2 = 156.25 kHz

The two values are identical. The lowest and highest active carrier frequencies are each separated from the respective edge of the 20 MHz frequency range by exactly half the subcarrier spacing of 312.5 kHz, confirming the claimed relationship.

This was the breakthrough. The claim’s final limitation, which appeared abstract, is in fact a direct mathematical consequence of the MC-OOK subcarrier placement defined in IEEE 802.11-2024 Clause 30.

With the SEP status established including the resolution of the challenging final limitation the analysis unlocked several downstream opportunities for the patent owner:

  • Licensing leverage. The confirmed mapping to IEEE 802.11-2024 provides a concrete, defensible basis for licensing discussions with device manufacturers implementing Wi-Fi 6/6E WUR functionality. Any chipset or device that supports the WUR PHY as defined in 802.11-2024 Clause 30 is a potential licensing target.
  • Portfolio positioning. Wi-Fi 6 and Wi-Fi 6E deployments have accelerated significantly across consumer electronics, IoT devices, enterprise networking, and automotive applications. WUR, specifically, addresses the low-power connectivity use case central to battery-powered IoT. A confirmed SEP in this space carries real commercial weight.
  • Prosecution and portfolio strategy. The mathematical derivation work produced during the mapping exercise particularly the subcarrier edge-separation proof can inform continuation filings or claim amendments that more explicitly recite the standard-compliant parameters, potentially strengthening the patent family’s licensing position further.

The Wi-Fi 6 WUR mapping project is a good illustration of what rigorous SEP analysis looks like when the standard doesn’t hand you the answer directly. The technology was clearly aligned. The standard was clearly relevant. But the final link a specific, quantitative geometric relationship between subcarrier placement and channel edges required working through the mathematics of the OFDM subcarrier grid from first principles.

That is the work. And it is the work that determines whether a patent remains a theoretical asset or becomes an actionable one.

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Directed Prosecution (Claim Amendment): A Strategic Approach by Intellect Partners

Introduction

In today’s competitive global landscape, maximizing benefits with minimal effort is a common goal. One crucial method to achieve this in the realm of intellectual property is through directed prosecution. This nuanced approach significantly elevates the value of a patent portfolio, thereby shielding against potential patent litigation cases.

What is Directed Prosecution?

Directed prosecution is a strategic process that involves identifying key elements absent in the claims of a patent under prosecution. These elements are essential in infringement scenarios or when filing a continuation application for a patent. This technique is particularly effective within the three-month window following the receipt of the Notice of Allowance (NOA), thereby fortifying the patent portfolio.

Main Objectives of Directed Prosecution

Directed prosecution aims to:

  • Increase Monetizing Potential: Enhance the potential financial returns from patent applications.
  • Ensure Higher Return on Investment: Boost the return on investment (ROI) of the current patent portfolio.
  • Improve Evidence-of-Use (EoU) Mapping: Increase the likelihood of creating comprehensive EoU in the future, crucial for robust patent enforcement and monetization.

By filing continuation applications and engaging in directed prosecution, patentees can significantly augment their patent portfolio, providing additional layers of protection and value.

Benefits of Directed Prosecution

The multidimensional advantages of directed prosecution encompass extensive technology or market coverage, making patents more resilient to invalidation during litigation. Key benefits include:

  • Comprehensive and Technically Sound IP Portfolio: Addition of new continuing applications aids in developing a robust portfolio.
  • Increased Legal Protection: The IP portfolio becomes more safeguarded against legal actions.
  • Enhanced Licensing and Monetization Potential: Directed prosecution amplifies the portfolio’s potential for licensing deals and revenue generation.
  • More EoUs with Minimal Investment: Utilization of continuation applications aids in producing more EoUs, optimizing investment returns.
Intellect Partner’s Approach to Directed Prosecution

At Intellect Partner, we act as your strategic partner to maximize the return on your investments in directed prosecution. Our team comprises claim amendment experts with extensive experience, having worked with various clients to provide the best possible solutions with maximum ROI. Our approach to claim amendment study involves the following steps:

  1. Comprehensive Understanding: We thoroughly understand the subject patent from all angles, including every step of the patent prosecution process.
  2. Searching Similar Products and Standards: We search for similar products that perform the claimed procedure or standards wherein the claimed procedure is explained.
  3. Preparing Claim Charts: We prepare a complete claim chart correlating the discovered products or standards with the claimed procedure.
  4. Developing Strategies: We devise strategies to align the claimed procedure closer to the identified product or standard procedure. In this process, we also leverage 3GPP meetings, which can be beneficial for procedures currently in development or initiation.
  5. Providing Tailored Claim Amendment Strategies: Finally, we offer the most suitable claim amendment strategy to ensure maximum ROI.
Conclusion

Directed prosecution is an invaluable strategy for companies looking to bolster their intellectual property portfolios. By meticulously identifying and including critical elements in patent claims, practitioners can ensure a higher value, legally resilient, and monetarily profitable patent portfolio. Intellect Partner’s strategic approach and expertise in claim amendment further enhances the value derived from directed prosecution, ensuring our clients achieve maximum return on their investment.