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Strategic guidance to help your business navigate challenges and seize opportunities for growth.
Learn MoreSpecialized financial, tax, and advisory services for AI companies, machine learning startups, and deep-tech ventures navigating rapid growth and complex IP landscapes.
Artificial intelligence companies operate at the intersection of cutting-edge technology and complex financial challenges. From R&D tax credits for machine learning model development, to revenue recognition for AI-as-a-Service platforms, to equity compensation structures that attract top AI talent, the financial management of AI companies demands a specialized partner who understands both the technology and the business.
SMAART Company provides accounting, tax, and advisory services purpose-built for AI startups, machine learning platforms, computer vision companies, NLP developers, and enterprise AI solution providers. Our team navigates R&D capitalization vs. expensing decisions under ASC 350-40, Section 174 TCJA implications for software development costs, and the complex transfer pricing considerations that arise when AI IP is developed across multiple jurisdictions.
Whether you are a seed-stage AI startup burning through runway, a Series B company preparing for institutional audit requirements, or an established AI enterprise managing complex multi-entity structures, SMAART delivers the financial precision and strategic advisory your company needs to grow responsibly and attract capital.
Review your AI development activities, IP structure, cost classification methodology, and current compliance posture.
Identify all qualifying research activities, document QREs (Qualified Research Expenditures), and build a defensible R&D credit claim.
Implement GAAP-compliant accounting for software costs, deferred revenue, and stock-based compensation tailored to your AI business model.
Structure IP ownership, intercompany arrangements, and entity structure to minimize tax while supporting your growth and fundraising strategy.
Prepare board-quality financial packages, investor reports, and audit-ready documentation that supports your next funding round or exit.
SMAART's AI practice team combines deep technical accounting expertise with a genuine understanding of machine learning business models, delivering financial solutions as innovative as the companies we serve.
Get answers to the most common questions about our ai & artificial intelligence services.
The federal R&D tax credit (Section 41) provides a credit of up to 20% of qualified research expenditures above a base amount, or up to 6% under the simplified method. For AI companies, qualifying activities typically include training machine learning models, developing novel algorithms, building and testing AI architectures, and improving model accuracy. Many states offer additional R&D credits. SMAART performs comprehensive studies to identify all qualifying activities and maximize your credit.
Beginning in 2022, the TCJA eliminated the ability to immediately expense domestic research and experimental (R&E) costs, instead requiring 5-year amortization for domestic costs and 15-year amortization for foreign costs. This change significantly increased taxable income for AI companies with large R&D expenditures. SMAART helps clients navigate Section 174 compliance, model the cash flow impact, and explore strategies to mitigate the effect.
Under ASC 350-40, internal-use software development costs must be capitalized once the application development stage begins, while preliminary project and post-implementation costs are expensed. For AI/ML models, determining when 'application development' begins versus preliminary research can be complex and fact-specific. SMAART helps establish proper cost classification policies that are both compliant and defensible.
Yes. We work with AI companies at every stage from pre-seed through pre-IPO. For early-stage companies, we provide fractional CFO services, board reporting, and fundraising financial support. For later-stage companies, we deliver audit preparation, Big 4 liaison services, and complex technical accounting solutions.
Partner with SMAART's AI industry specialists to maximize R&D credits, optimize your IP structure, and build investor-ready financial infrastructure for your next stage of growth.
Schedule ConsultationStrategic guidance to help your business navigate challenges and seize opportunities for growth.
Learn MoreAccurate, reliable bookkeeping services that give you complete visibility into your financial health.
Learn MoreExpert tax preparation services that maximize deductions and ensure full compliance.
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