Tools for Startups / Startup Toolkits

Finance Toolkit for AI Startups

Build and scale your AI startup on a strong financial foundation with trusted tools for planning, fundraising, accounting, tax, hiring, and more.

Burkland’s Finance Tools for AI Startups

The Complete Guide to R&D Tax Credit for AI Startups

Qualified startups may offset up to $500,000 in payroll taxes annually. Eligible work can include model and algorithm development, training pipelines, infrastructure improvements, and experiments involving accuracy, scalability, inference speed, or compute cost.

Financial KPIs for AI Startups to Measure & Improve

AI startups operate at the frontier of innovation, but to scale sustainably and attract investment, founders must ground their efforts in key financial metrics. This article examines six pivotal financial KPIs tailored for AI startups, providing straightforward formulas for measurement and strategic insights for improvement.

R&D Tax Credit Calculator

How much could your AI startup save with the R&D Tax Credit? Use Burkland's free credit calculator to get an estimate in a few seconds.

Tools from Partners & Trusted Sources

SBIR/STTR Funding Opportunities

Searchable database of current funding topics from NSF, NIH, DOE, NASA, defense agencies, and other participating federal agencies.

State of Startup Compensation

AI is reshaping how founders build and compensate their teams. An ongoing recalibration continued throughout 2025 and into the early days of 2026.

2026 B2B SaaS & AI-Native Metrics

Performance benchmarks for B2B SaaS and AI-native software companies drawn from 342 companies and segmented by company size, annual contract value, pricing model, solution type, and GTM motion.

Q2 2026 PitchBook-NVCA Venture Monitor

AI companies captured 86% of U.S. venture dollars in the first half of 2026. See what that concentration means for deal activity, valuations, exits, and fundraising.

State of the Markets H2 2026

See how record venture investment and valuations coexist with one of the toughest fundraising markets in decades, plus what investors now expect from "true" AI companies.

The 2026 AI Index Report

Use Stanford’s latest data on AI investment, adoption, talent, infrastructure, and regulation to guide your startup’s strategy and financial planning.

2025 AI & ML Compensation Trends & Practices

Demand for AI/ML engineers is on the rise. But, many compensation leaders aren’t sure how to hire, retain, and pay for these coveted roles. Pave analyzed their real-time dataset of 8,500+ companies to uncover AI/ML compensation best practices and trends.

The State of AI 2025

One of the strongest available sources for AI startup benchmarks. Covers ARR growth, gross margin, ARR per employee, retention, capital efficiency, and different AI growth profiles.

SaaS Benchmarks Report - 2025

How does your AI startup stack up? High Alpha’s 2025 SaaS Benchmarks Report uses data from 800+ leaders to reveal how AI-first companies perform across growth, pricing, retention, efficiency, and fundraising.

The AI Dividend

Examines how AI is affecting operating margins, staffing assumptions, ARR per employee, and spending across R&D, sales, marketing, and G&A.