Tackling Explainability and Interpretability in Language Models
The very nature of language models—large language models (LLMs), foundation models, and frontier models—confounds the notions of explainability and transparency.
Credits & incentives
Empowering Businesses to Innovate and Lead.
Ambition, drive, and bold decisions deserve reward. Tax credits and incentives provide the capital to fuel innovation, accelerate growth, and propel your business into the future.
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alliant’s team of former IRS commissioners, policymakers, and industry experts helps businesses claim tax credits and incentives that reduce tax liability, boost cash‑flow, and support growth.
Case Studies
$18M ARCHITECTURAL FIRM
$244,000 IN FEDERAL R&D CREDITS
The firm developed new architectural designs for office, industrial, retail, medical and high-tech structures. Engineers experimented with materials and construction processes, tested functionality and performance improvements, and enhanced durability when technical issues arose. Material-related uncertainties required iterative design evaluation and systematic improvements.
$560M FEEDYARD
$1,500,000 IN FEDERAL AND STATE CREDITS
The company developed new feed formulations to produce quality meat products. Nutritionists experimented with ingredient combinations, tested biological effects on livestock health and performance, and optimized rations for seasonal changes. Feed-related uncertainties required iterative formulation processes and systematic nutritional improvements.
$50M EPC COMPANY
$3,900,000 IN FEDERAL & STATE CREDITS
The Engineering, Procurement, & Construction (EPC) company designed and developed a fractionator with butane splitter for natural gas processing. Engineers experimented with computer modeling and systematic trial-and-error methods, tested multiple design iterations for transportable disassembly, and optimized layout calculations. Complex design uncertainties required iterative engineering processes and component sizing improvements.
$514M ELECTRONIC COMPONENT MANUFACTURER
$6,088,597 IN FEDERAL AND STATE CREDITS
The company redesigned a connector to address product deficiencies. Engineers experimented with 3D modeling and prototype testing, modified latching mechanisms and minimized materials, and balanced higher forces with additional plastic reinforcement. Design uncertainties required iterative development processes and experimental connector improvements.
$2.6M MEP ENGINEERING FIRM
$526,000 DEDUCTION
The company designed lighting, building envelope, and HVAC/hot water systems for several schools, a convention center, a chapel, and a courthouse. Energy efficient features included variable frequency drives and digital controls, LED lighting with occupancy sensors, and split system heating and air conditioning units. Additionally, the firm implemented double pane windows and batt insulation to achieve the required energy savings.
$4M ELECTRICAL SYSTEM DESIGN COMPANY
$72,000 DEDUCTION
The firm developed the lighting system for a fire station. A highly efficient LED lighting solution was implemented in conjunction with advanced controls and sensors to maximize energy savings. The company also provided inspection services to ensure that the system performed as designed after the station was constructed.
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News & Insights
Beyond the pilot: How CIOs can scale AI successfully
CIOs can drive AI ROI with strong design, governance, interoperability and modern IT infrastructure.
Agriculture Tariff Relief Coupled with Federal Tax Incentives Can Strengthen Farmers’ Bottom Line
alliant is urging farmers to combine the recently announced $12 billion immediate bridge funding package with the R&D credit.
AI Will Never Replace a Human Tax Pro’s Judgment and Skepticism
The world seems to be buying the hype of using artificial intelligence in tax preparation, but I’m skeptical. I don’t believe AI can substitute for the professional judgment and human insight that form the bedrock of financial accounting and tax practices.
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