UC49: R&D Tax Credit Identification

The Problem

R&D tax credit (IRC §41) can provide 15 to 20% tax credit on qualified research and development expenses. Many companies significantly underestimate qualified activities because R&D is embedded across projects and functions , engineering timesheets, prototype costs, failed experiments. Identifying all qualifying activities requires manually reviewing thousands of timesheets, project descriptions, and expense records. Without systematic identification, companies leave significant tax benefits (typically $100K to $1M+ annually) unclaimed.

What the Agent Does

Ingests project, timesheet, and expense data:
Project descriptions: Project name, objectives, timeline, technical challenges, team members
Employee timesheets: Hours by employee, date, project code, activity description
Expense records: Materials, equipment, contractor fees, software licenses allocable to projects
Product roadmap: Features planned, enhancements, new products in development
Business records: Meeting notes, design documents, testing protocols, failure documentation
Identifies activities potentially qualifying under IRC §41:
Software/algorithm development: New software, improvements to existing software, new algorithms
Hardware/product design: Prototyping, design iteration, manufacturing process improvements
Product testing and validation: Test protocol development, failed experiment documentation, validation testing
Process improvements: Manufacturing process improvements, supply chain optimization with technical experimentation
Information management: Database design, data analysis tools, information systems improvements (if involved in research)
Classifies activities as qualifying R&D:
Technological uncertainty: Does the project involve solving a technical uncertainty (i.e., not obvious to average engineer)? ✓ = qualifying
Process: Is the work experimental in nature (hypothesis-test-iterate cycle) rather than routine engineering? ✓ = qualifying
Technology: Does the work involve computer science, engineering, chemistry, biological sciences, or similar? ✓ = qualifying
Excludes: Ordinary business activities, routine product upgrades, cosmetic changes, not-technical activities
Quantifies qualifying expenses:
Wages: Salaries/benefits of employees working on R&D (% allocation by timesheet)
Contractor fees: Contract labor for R&D work
Supplies: Materials and supplies consumed in R&D
Equipment: Equipment and software used in R&D (depreciation over asset life, not 100% current year)
Outsourced R&D: Outsourced development work (limited 50% credit)
Excludes: Routine testing, quality assurance, customer service, administrative work
Generates R&D credit documentation:
Spreadsheet: List of qualifying projects with description, expense amounts, credit calculation (20% federal, varying state)
Narrative: Description of technological uncertainty addressed in each project
Workpapers: Support for wage allocation, expense eligibility, contract work exclusions
Credit summary: Total qualifying expenses by category, calculated credit by year
Recommends credit optimization:
"Project X: $500K qualified expenses × 20% federal credit = $100K federal credit. Plus $50K state credit = $150K total annual credit."
Identifies activities not previously claimed and opportunities to claim retroactively (3-year lookback)
Assesses documentation risk: Strength of contemporaneous documentation supporting qualification

Data Requirements

Data Sources:

Project descriptions and documentation , Project charters, requirements, technical specifications, design documents
Employee timesheets , Hours by employee, project code, activity description
Expense records , Material purchases, equipment, contractor invoices allocable to R&D
HRIS data , Employee titles, salaries, benefits (for wage calculation)
Product roadmap and release notes , Features developed, enhancements, technical changes
Business records , Meeting minutes, test results, design iterations, failure documentation

Data Classification:

Internal Structured: Timesheet data, project codes, expense records, HRIS salary data
Internal Unstructured: Project descriptions, design documents, meeting notes, business records
Sensitive/Regulated: Employee compensation (confidential), R&D strategy (confidential), technical specifications (confidential)

Data Quality Requirements:

Timeliness: Timesheets current and allocable to projects; project descriptions accurate; expenses recorded contemporaneously
Completeness: All projects with R&D activity should be identified; timesheets for R&D personnel should be project-coded; related expenses captured
Accuracy: Timesheet allocations reviewed for accuracy; expense amounts reconcile to GL; wage/salary amounts from HRIS

Integration Complexity: Medium , Requires HRIS timesheet system integration, GL expense query, and project management data. Classification logic is technical (requires understanding of IRC §41) but straightforward once parameters defined.

Score Breakdown

Criterion	Weight	Score (1-5)	Weighted
Time Recaptured	15%	4	0.60
Error Reduction	10%	3	0.30
Cost Avoidance	10%	5	0.50
Strategic Leverage	5%	3	0.15
Data Availability	15%	3	0.45
Process Clarity	15%	2	0.30
Ease of Implementation	10%	2	0.20
Fallback Available	10%	3	0.30
Audience (Internal)	10%	4	0.40
Composite	100%		3.70

Why It Scores Well

Tax credit recovery: Identifies unclaimed tax credits worth $100K to $1M+ per year for mid-market companies. Audit support: Contemporaneous identification and documentation strengthens audit position if credit is challenged. Effortless execution: Automated identification vs. 80+ FTE hours of annual manual review. Continuous improvement: Agent can identify retroactive opportunities and enable claim amendment for prior years.

Regulatory Alignment

IRC §41 R&D tax credit: Federal credit for qualified research expenses
State R&D credits: Many states offer additional R&D credits (varying percentages and qualification rules)
Form 6765: IRS form for claiming R&D credit; requires documentation of qualified activities

Sprint Factory Fit

Sprint 4 (2 weeks)

Medium complexity due to technical qualification requirements (IRC §41). Recommend pairing with tax professional or R&D credit specialist for validation. 2-week sprint for agent setup with technical review.

Comparable Implementations

Thomson Reuters ONESOURCE R&D Credit , Qualification identification and credit calculation
MasterCard Foundation R&D Tax Credit Services , Specialized R&D credit advisory and documentation
Tax credit specialists (Grant Thornton, BDO, CliftonLarsonAllen): R&D credit identification and claim preparation

Deploy This Use Case with the Sprint Factory

From zero to a governed, production agent in 6 weeks.

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Governance Risks to Consider

Before deploying this use case, review these agentic AI risks from the Corvair Risk Catalogue. Each is scored on the DAMAGE framework and mapped to regulatory expectations.