Investor-Grade IP Risk & Value Assessment

Surface hidden IP risk and defensibility gaps before they show up in a financing, partnership, or exit.

Most valuation erosion isn't a single "deal killer." It's silent: undocumented trade secrets, ambiguous ownership in AI/data workflows, founder-concentrated knowledge, and third-party dependency exposure.

In 4–6 weeks, you get a board/IC-ready summary, a prioritized risk matrix, and concrete upside levers—so remediation is targeted and timed before the next capital event.

Common triggers: pre-Series B/C, strategic partnerships, exit prep (12–24 months), post-close cleanup.

Method Data Science

Why IP Becomes a Post-Close Problem

In modern software, AI, and data-driven businesses, intellectual property evolves faster than documentation, governance, and legal protection. As a result, material IP risks often remain invisible until a financing, partnership, or exit event forces scrutiny.

Mini Scenario: How Valuation Gets Quietly Eroded

A portfolio company is preparing for a strategic partnership and a follow-on round. Late in the process, diligence questions surface: Who owns the model training inputs? Which parts of the decision logic are proprietary vs. vendor-dependent? How much critical know-how lives only in a founder's head?

Nothing is "fraud-level" wrong—but answers are slow, documentation is inconsistent, and remediation becomes reactive. The result is predictable: expanded diligence scope, delayed timelines, and avoidable leverage for the other side.

This assessment surfaces and prioritizes these issues early—so remediation is targeted and completed before capital events force scrutiny.

"These issues rarely kill deals — they quietly erode valuation."

What This Assessment Is (and Is Not)

This Assessment Is

  • An investor-grade IP risk & defensibility assessment
  • A structured inventory of IP assets and advantage drivers, including AI and data systems
  • Identification and prioritization of ownership, exposure, and concentration risks
  • Valuation-relevant framing suitable for boards and future investors
  • Clear, documented outputs that support decision-making and remediation

This Assessment Is Not

  • A legal opinion
  • Patent prosecution or patent filing
  • A replacement for IP counsel
  • A full codebase or security audit
  • Traditional pre-close due diligence

This assessment is a diagnostic. It is designed to surface and prioritize issues so that legal counsel, management, or investors can take targeted action where it matters most.

Assessment Methodology

The assessment follows a structured, repeatable process designed to map where defensible advantage exists and how effectively it is protected.

1

Systems & Data Mapping

Map products, data flows, decision logic, AI/ML workflows, and critical operational systems.

2

Innovation Surface Identification

Identify where competitive advantage is created and where it could be defensible.

3

IP Classification

Classify innovations as patentable IP, trade secrets, defensive publication candidates, or non-IP.

4

Ownership & Risk Review

Assess ownership chains and exposure points, including employment agreements, contractor work, data rights, model training inputs, and third-party dependencies.

5

Valuation Impact Framing

Translate findings into valuation-relevant risks and upside levers tied to financing, partnerships, and exit readiness.

Deliverables

Executive Summary (IC-ready)

A concise overview of key risks, priorities, and upside levers.

IP Asset Inventory

Categorized inventory of patentable items, trade secrets, and defensibility drivers.

Risk & Exposure Matrix

Severity-by-likelihood assessment with recommended actions and ownership.

Upside Opportunities

Concrete paths to strengthen defensibility and valuation posture.

Board / Investor Summary Deck

A shareable summary suitable for boards and follow-on investors.

Deliverables are designed to be shared with boards, legal counsel, and future investors.

Example Artifacts

Risk & Exposure Matrix (Sample)

A prioritized view of IP risks by severity and likelihood, with recommended remediation paths.

IP Asset Inventory (Excerpt)

Categorized mapping of patentable innovations, trade secrets, and defensibility gaps.

Executive Summary Outline

One-page IC-ready summary highlighting risks, mitigation priorities, and valuation implications.

(Actual artifacts may be shared during an introductory call or within the assessment overview.)

Typical Engagement Triggers

Who This Is For (and Not For)

This assessment is for

  • PE and VC firms managing post-close value protection
  • Family offices with concentrated technology exposure
  • Investors preparing portfolio companies for follow-on rounds or exit
  • Management teams seeking clarity before legal or capital events

This assessment is not for

  • Early-stage startups pre-product or pre-traction
  • Founders seeking patent filing services only
  • Teams looking for a code security audit
  • Organizations unwilling to engage candidly with risk findings

Why This Work Requires a Hybrid Approach

Most IP diligence fails because it sits entirely within legal or technical silos. This work requires fluency across technology, intellectual property, and valuation.

"This work sits between technology, law, and valuation — where diligence often fails."

Engagement Structure

Frequently Asked Questions

How is this different from traditional diligence?

Traditional diligence focuses on historical compliance and documentation. This assessment focuses on operational IP — how advantage is actually created — and how that impacts future valuation.

Do you replace legal counsel?

No. This assessment complements legal counsel by identifying where legal action is most needed.

Do you file patents or draft legal opinions?

No. We identify and prioritize opportunities; execution is handled by counsel.

How much time is required from the company?

Typically a small number of structured interviews and system walkthroughs over several weeks.

How is confidentiality handled?

All engagements are conducted under NDA, with clear data handling boundaries defined upfront.

Request the IC / Board Overview

Get a concise PDF covering scope, methodology, deliverables, and engagement fit. If you're evaluating a specific portfolio company, book a short call to confirm triggers, access needs, and timeline.