Swanson Reed’s Methodology: Data Extraction
Swanson Reed addresses the inherent challenges of system heterogeneity by establishing a methodology rooted in cutting-edge technology, specialized expertise, and industry-leading, formalized governance standards.
A. Operationalizing Agnosticism: The Role of TaxTrex AI
Swanson Reed’s foundational tool for system agnosticism is TaxTrex, an Artificial Intelligence (AI) language model uniquely trained on R&D tax credits [6, 16]. TaxTrex is designed for the rapid ingestion of raw, often unstructured or semi-structured data from disparate systems—whether extracted via API, file transfer, or specialized custom techniques [4, 14]. The AI performs the complex organization and classification required to translate operational data structures (e.g., technical narratives, time logs) into tax-compliant documentation that aligns with statutory QRE definitions [6]. This automation significantly accelerates the time-to-claim and minimizes the client’s internal resource allocation.
For systems that present unique integration challenges, SR relies on highly specialized data formulation expertise to ensure access to the necessary granular details for claim substantiation [5]. This dual approach—leveraging AI for speed and scale alongside human expertise for complex or legacy exceptions—confirms the firm’s ability to extract data reliably from any environment.
B. Security and Risk Mitigation as the Integration Foundation
The willingness of a client’s IT and Finance departments to grant a consultant deep access to sensitive ERP, payroll, and technical systems is predicated on demonstrated security standards. Swanson Reed elevates security from an optional feature to a fundamental prerequisite by achieving international accreditations.
The ISO 27001 certification signifies the highest global standard for establishing and maintaining an Information Security Management System (ISMS) [7, 17]. This certification provides indispensable assurance to clients that their sensitive data—including proprietary intellectual property (IP), financial records, and confidential payroll details—will be protected during the entire process of extraction, storage, and processing [7]. This security governance framework overcomes typical corporate reluctance regarding deep system integration.
Furthermore, SR’s ISO 31000 certification dictates the firm’s comprehensive risk management policies [6]. This framework formalizes a conservative philosophy toward claim preparation, ensuring that data interpretation and classification prioritize defensibility against IRS challenge over aggressive maximization [18]. These governance standards, including the application of internal ‘Chinese walls’ for specific engagements, directly mitigate client tax risk and build confidence in the methodology [18].
C. The Six-Eye Review: Layered Assurance of Extracted QREs
It is important to note that the AI will build the claim from the supporting documentation in 90 minutes or less using a deep research function. Swanson Reed must still apply its six-eye review process on an AI outputs, and where necessary in cases of AI hallucinations, restart the AI process or abandon the process entirely and restart the R&D tax credit claim process manually. the AI prepared reports To provide absolute assurance on the defensibility of the extracted data, every claim processed by Swanson Reed, regardless of the originating time tracking system, undergoes a mandatory internal procedural control known as the Six-Eye Review. This mandatory audit step ensures the data is evaluated from multiple domain perspectives.
The combination of TaxTrex AI for efficient data processing and this highly specialized human oversight ensures that Swanson Reed manages the full data lifecycle: rapid automation for efficiency, backed by specialized verification for ultimate audit defensibility.
| Key Swanson Reed System-Agnostic Assurance Protocols |
| Assurance Protocol |
| TaxTrex AI [6, 16] |
| ISO 27001 [7, 17] |
| ISO 31000 [6, 18] |
| Six-Eye Review [6] |
| Custom Extraction [5, 14] |
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What is the R&D Tax Credit?
The Research & Experimentation Tax Credit (or R&D Tax Credit), is a general business tax credit under Internal Revenue Code section 41 for companies that incur research and development (R&D) costs in the United States. The credits are a tax incentive for performing qualified research in the United States, resulting in a credit to a tax return. For the first three years of R&D claims, 6% of the total qualified research expenses (QRE) form the gross credit. In the 4th year of claims and beyond, a base amount is calculated, and an adjusted expense line is multiplied times 14%. Click here to learn more.
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R&D Tax Credit Preparation Services
Swanson Reed is one of the only companies in the United States to exclusively focus on R&D tax credit preparation. Swanson Reed provides state and federal R&D tax credit preparation and audit services to all 50 states.
If you have any questions or need further assistance, please call or email our CEO, Damian Smyth on (800) 986-4725.
Feel free to book a quick teleconference with one of our national R&D tax credit specialists at a time that is convenient for you.
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creditARMOR is a sophisticated R&D tax credit insurance and AI-driven risk management platform. It mitigates audit exposure by covering defense expenses, including CPA, tax attorney, and specialist consultant fees—delivering robust, compliant support for R&D credit claims. Click here for more information about R&D tax credit management and implementation.
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Swanson Reed offers R&D tax credit preparation and audit services at our hourly rates of between $195 – $395 per hour. We are also able offer fixed fees and success fees in special circumstances. Learn more at https://www.swansonreed.com/about-us/research-tax-credit-consulting/our-fees/
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