Research · Guides
Plain-language, research-backed answers to the questions founders, operators, and nonprofit leaders actually ask about AI. Every claim links back to a primary source.
Starting a business
A ten-step, research-backed walkthrough of the decisions every new founder makes, from idea validation to first paying customer, with SBA and Kauffman citations.
Read article →Starting a business
The SBA's traditional and lean templates, translated into a plan you will actually use, with academic evidence on whether planning improves startup outcomes.
Read article →Starting a business
An IRS- and SBA-grounded comparison of LLCs, S corporations, and C corporations, with tax, liability, and fundraising tradeoffs founders actually care about.
Read article →Funding
Bootstrapping, SBA loans, angel investing, venture capital, and revenue-based financing, compared with data from PitchBook, NVCA, and the Federal Reserve.
Read article →Marketing
SEO, email, content, paid search, and social, ranked by ROI evidence from HubSpot, the Content Marketing Institute, Nielsen, and academic research.
Read article →Customer service
The NBER study on 5,000 support agents, Zendesk and Salesforce benchmarks, and the design patterns that separate a helpful AI copilot from a customer-alienating chatbot.
Read article →Finance
AI-assisted bookkeeping, expense categorization, invoice extraction, and month-end close, evaluated against AICPA guidance and the features shipping in QuickBooks, Xero, and Ramp.
Read article →Marketing
How generative AI is reshaping content, email, paid media, and SEO, with evidence from HubSpot, Salesforce, Nielsen, and peer-reviewed studies on AI-assisted creative work.
Read article →AI tools
A grounded look at agentic AI: definitions, peer-reviewed evidence on capability, and the practical use cases where the technology is ready for real businesses today.
Read article →AI tools
How small businesses actually use ChatGPT, with pricing, privacy, and productivity evidence from OpenAI's enterprise reports, McKinsey, and peer-reviewed studies.
Read article →Operations
Cost-plus, value-based, subscription, freemium, and dynamic pricing, evaluated with evidence from HBR, Simon-Kucher, ProfitWell, and the Journal of Consumer Research.
Read article →Operations
SBA, IRS, and DOL guidance on hiring your first employees, with practical steps on payroll, classification, benefits, and onboarding, plus where AI genuinely helps.
Read article →AI tools
What the McKinsey State of AI, Goldman Sachs, and MIT research actually say about where AI creates measurable value for small firms, and where it does not.
Read article →AI tools
A grounded roundup of the assistant, writing, meeting, and workflow tools with published pricing and independent evaluations, no vendor hype.
Read article →Marketing
Evidence from HubSpot, Salesforce, and academic studies on where generative AI moves the needle for content, email, and support, and where it backfires.
Read article →Trust and safety
What the NIST AI Risk Management Framework, the EU AI Act, and major vendor terms of service actually require when small firms use AI.
Read article →Nonprofit
Data from Stanford PACS, NetHope, and Deloitte on the mission-aligned AI use cases nonprofits are actually adopting, and the guardrails they use.
Read article →These pieces cite McKinsey's State of AI, the MIT Sloan Management Review, Stanford's AI Index, the NIST AI Risk Management Framework, the OECD, and peer-reviewed studies. No numbers are invented, and quantitative claims link to the underlying source.
Keep learning
Pair these AI FAQs with our foundational guides on how entrepreneurial ecosystems work in practice.
Framework guide breaking down policy, finance, human capital, culture, support, markets, and infrastructure.
Read guideA practitioner and funder playbook with country lenses for Jordan, Ukraine, and Sierra Leone.
Read guideEvery founder guide in one place, including bootstrap plans, side-business, and localized versions.
Read guide