Software R&D

Can Real-Time Manufacturing Monitoring Development Qualify as R&D?

Real-time monitoring system development may constitute qualified research when it involves a technical uncertainty and a process of experimentation. Configuring commercially available monitoring tools generally is not qualified research.

A common question is whether real-time manufacturing monitoring system development can qualify as research and development for the federal R&D tax credit under Section 41. The short answer is that real-time monitoring system development may constitute qualified research when it involves a technical uncertainty and a process of experimentation. Configuring commercially available monitoring tools generally is not qualified research. This page explains the framework in general terms. It is educational and is not individualized advice. For the foundational framework, see our page on qualified research.

When Monitoring System Development May Warrant Review

Real-time monitoring system development may warrant review when the work involves a genuine technical uncertainty and a process of experimentation. Under the four-part test, the work must be for a permitted purpose, be technological in nature, be intended to eliminate uncertainty, and be conducted through a process of experimentation.

Common scenarios that may warrant review include:

  • Real-time alerting — evaluating alternative approaches to resolve uncertainty about whether a system can detect and alert on conditions in real time at the required speed.
  • Multi-source monitoring — testing alternative approaches to resolve uncertainty about whether a system can monitor multiple data sources in real time.
  • Predictive monitoring — evaluating alternative predictive approaches to resolve uncertainty about whether a system can predict conditions before they occur.
  • Edge processing — testing alternative edge-processing approaches to resolve uncertainty about whether data can be processed at the edge at the required latency.

Configuration vs. Development

A central distinction is between configuring standard monitoring tools and developing new monitoring systems:

  • Configuration — configuring a commercially available monitoring or dashboard tool for a known application. There is no technical uncertainty. This is configuration, not research.
  • Development — developing a new monitoring system where there is a technical uncertainty about whether the system can achieve the required performance, and evaluating alternatives to resolve that uncertainty. This may warrant review.

Hypothetical Example

Consider a manufacturer that is developing a new real-time monitoring system for a new process and is uncertain whether any available approach can detect the required conditions at the required speed across the required number of data sources. The company evaluates alternative monitoring approaches, tests each, and systematically varies the approach to resolve the uncertainty. This systematic evaluation of alternatives may warrant review as qualified research.

By contrast, if the same manufacturer configures a standard dashboard tool for a known process, that is configuration, not research.

This example is illustrative only and does not state that the activity definitely qualifies.

Documentation That May Help

Records that can help support monitoring system development claims include system design records identifying the uncertainty and alternative approaches, detection-speed and accuracy test results, and records of how results informed system design decisions. For more, see our page on R&D tax credit documentation.

Key Takeaway

Real-time monitoring system development may constitute qualified research when it involves a technical uncertainty and a process of experimentation. Configuring commercially available monitoring tools generally is not qualified research. Because the distinction is fact-specific, professional review is appropriate before claiming the credit.

Sources

  1. Internal Revenue Code §41

    Cornell Law Institute (LII)

    Section 41(d) defines qualified research; §41(d)(4)(E) addresses internal-use software.

  2. Treasury Regulation §1.41-4

    Cornell Law Institute (LII)

    Defines the process of experimentation and the internal-use-software rules.

  3. Instructions for Form 6765

    Internal Revenue Service

    Summarizes qualified research and excluded activities.

  4. Research Credit

    Internal Revenue Service

    IRS landing page for the Credit for Increasing Research Activities.

By R&D Ledger Editorial Team

Last reviewed: August 2026

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