R&D Tax Credit Nexus: Why Your Startup's Project Classification Kills Credits
Seth Girsky
January 16, 2026
# R&D Tax Credit Nexus: Why Your Startup's Project Classification Kills Credits
We've worked with dozens of startups that filed R&D tax credit claims only to face IRS challenges months later. The common culprit? They misunderstood what "research and development" actually means under Section 41.
The problem isn't that they weren't doing R&D work. It's that they claimed credits for projects that didn't meet the *nexus requirement*—the legal connection between their development efforts and a qualified business component.
This distinction costs startups tens of thousands of dollars annually. In our work with Series A and Series B companies, we've seen founders lose 40-60% of their claimed credits because they included ineligible projects in their calculation. The IRS doesn't just deny those credits; it also imposes accuracy-related penalties.
Let's break down what nexus actually means and how to classify your projects correctly.
## Understanding R&D Tax Credit Nexus: The Hidden Gatekeeper
Nexus is the relationship between your qualified research activities (QRA) and your business component. Without nexus, your development work doesn't qualify—no matter how legitimate the research is.
The IRS defines four types of business components that can have nexus:
### 1. Tangible Personal Property
Physical products your company sells or uses in its business. For a hardware startup building IoT sensors, the device itself is a business component. For a software company, this rarely applies unless you're also selling hardware.
**What qualifies:**
- Software embedded in hardware products
- Device firmware and drivers
- Mechanical or electrical systems you manufacture
**What doesn't:**
- Software tools you build for internal use only
- Infrastructure you develop but don't sell
### 2. Software or Databases
This is where most software startups find their nexus. But here's the critical distinction: the software must be part of your actual business product.
We worked with a SaaS founder who claimed R&D credits for building their entire platform—including their internal data pipeline, testing infrastructure, and DevOps tools. The IRS disallowed 70% because the testing framework and DevOps automation weren't part of the product customers actually used. Those were internal efficiency tools, not business components with nexus.
**What qualifies:**
- Core product features customers pay for
- Software that directly enables your primary business function
- Databases embedded in your product
**What doesn't:**
- Internal tools and automation
- QA testing frameworks (unless they're part of the deliverable)
- DevOps infrastructure and CI/CD pipelines
- Internal analytics and monitoring systems
### 3. Production or Processes
This applies when your R&D improves how you manufacture or deliver your existing business component. For a biotech startup optimizing manufacturing processes, this is critical. For most software companies, this rarely applies.
### 4. Techniques, Processes, or Formulas
This is the broadest category and the most commonly misused. It applies when you develop new business processes that improve your operations—but only if they're directly tied to creating your business component.
We see founders stretch this definition constantly. A client claimed R&D credits for developing their sales compensation model because "it was a formula that improved their business process." The nexus claim fell apart immediately. The formula was about business management, not about creating their product.
## The Nexus Test: What The IRS Actually Requires
To have proper nexus under Section 41, your qualified research activities must meet two conditions:
**First:** The research must relate to developing or improving your business component.
**Second:** The purpose of the research must be to achieve functionality, performance, or reliability that wasn't readily available or known in the industry.
This is where many startups fail without realizing it.
### Common Nexus Mistakes We See
**Mistake 1: Claiming Credits for "Following Best Practices"**
A fintech startup we advised claimed R&D credits for implementing industry-standard encryption and API design patterns. They argued this was research. The IRS disagreed—following well-documented, published standards isn't research with nexus. There's no uncertainty about the outcome or technical approach.
The test: Would your development work have been uncertain if you consulted published industry standards and documentation? If no, there's no nexus.
**Mistake 2: Including Infrastructure and Platform Work**
This is the most expensive mistake for cloud-native startups. You claim credits for building your Kubernetes deployment system, your containerization strategy, your database optimization. These are legitimate technical challenges—but do they relate to your *business component*?
For a developer tools startup, if the Kubernetes system is part of what customers pay for (you're selling a platform-as-a-service), there's nexus. If it's just how you deliver a separate product, there typically isn't.
**Mistake 3: Conflating "Hard Technical Work" with "Qualified Research"**
Building complex systems is difficult. But difficulty isn't the test. Uncertainty is.
We worked with an AI startup that spent six months optimizing their model training pipeline. It was genuinely complex technical work. But because they were using published machine learning optimization techniques in novel combinations, the question was: was there uncertainty about whether the approach would work?
They had case studies from other companies using similar approaches. They knew the techniques would work; they just hadn't applied them to their specific dataset. That's engineering, not research. No nexus, no credit.
## The Qualified Research Activities (QRA) Test with Nexus
Assuming you've established nexus, your activities still need to meet the QRA definition. This requires:
**1. Permitted purpose:** Discovering information to develop new or improved business components
**2. Technological in nature:** Work in hard sciences (engineering, computer science, physical sciences)
**3. Uncertainty:** Technological uncertainty about how to achieve desired functionality
**4. Contemporaneous documentation:** Work documented as it happens, not reconstructed later
The nexus component is crucial because it disqualifies entire categories of work that would otherwise pass the QRA test.
Example: You spend weeks researching whether your customers prefer feature A or feature B. That's uncertain work in a technological domain if you're building prototypes. But without nexus (it's not directly creating your business component), it doesn't qualify.
## How to Classify Your Projects Correctly
We help our clients build a simple classification framework:
### Step 1: List Every Technical Project
Document what your engineering team actually worked on. Not roles or departments—actual projects.
### Step 2: Define the Business Component
Clearly state what your company sells and what customers pay for. This should be specific: "SaaS platform for financial forecasting" not "software solutions."
### Step 3: Assess Nexus
For each project, ask: Does this work directly contribute to creating, improving, or modifying the business component I identified in Step 2?
If the answer is "no" or "only indirectly," stop. Don't claim R&D credits, even if the work was hard or uncertain.
### Step 4: Document the Uncertainty
For projects with clear nexus, document why there was technological uncertainty. This is your audit defense. What didn't you know before starting? What approaches were evaluated? Why wasn't the solution readily available or known?
## The Real-World Impact
We had a Series B marketplace startup that initially claimed $240,000 in R&D credits. After properly analyzing nexus:
- **$180,000** qualified: work directly building customer-facing marketplace features
- **$60,000** disqualified: infrastructure, DevOps, internal tools, and reporting systems without nexus
They revised their claim to $180,000. This protected them from IRS challenges and accuracy penalties. More importantly, when they eventually faced an audit three years later, their classification held up because it was clearly defensible.
Without the nexus analysis, that audit could have disallowed everything, triggered penalties, and extended the examination to other tax years.
## Nexus in Different Industries
**Software/SaaS:** Typically high nexus for core product features, low nexus for infrastructure
**Hardware/IoT:** High nexus for device firmware and embedded software; needs careful analysis for manufacturing process improvements
**Biotech/Pharma:** High nexus for drug development and manufacturing process optimization
**Mobile Apps:** High nexus for app features and functionality; low nexus for backend infrastructure unless it's part of the product customers experience
**AI/ML Companies:** High nexus for model development tied to your product; moderate nexus for model optimization; low nexus for general ML infrastructure
## Building Your Documentation System
Nexus classification only matters if you can defend it. That means contemporaneous documentation—recorded as work happens, not reconstructed during tax season.
We recommend tracking:
- **Project Name and Description:** Clear identification of what was built
- **Business Component Connection:** How this relates to your core product
- **Technical Uncertainty:** What was unknown; what approaches were evaluated
- **Time Tracking:** Hours spent by engineer, by week or sprint
- **Design Decisions:** Why you chose approach A over B when uncertainty existed
Don't wait until tax time to figure this out. Build it into your sprint reviews and project management from the beginning.
## The Strategic View
Nexus isn't a loophole or a technicality. It's the IRS's way of ensuring R&D credits go to companies actually developing new capabilities, not just optimizing existing operations.
The startups that win on R&D credits are the ones that:
1. **Understand their business component clearly** (which most founders don't)
2. **Track work against that component consistently** (which requires discipline)
3. **Document uncertainty contemporaneously** (which requires process)
4. **Are willing to exclude ineligible work** (which requires honesty)
Misunderstanding nexus is expensive. But the fix is straightforward: classify correctly, document thoroughly, and let your legitimate R&D work generate real tax value.
If you're unsure about your R&D credit eligibility or have claimed credits without analyzing nexus properly, now is the time to review your position. The longer you wait, the more exposure you have if the IRS comes calling.
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About Seth Girsky
Seth is the founder of Inflection CFO, providing fractional CFO services to growing companies. With experience at Deutsche Bank, Citigroup, and as a founder himself, he brings Wall Street rigor and founder empathy to every engagement.
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