Summary
Let's Talk Business Plans publishes practical, well-sourced business planning content through a hybrid editorial workflow: human-led topic selection and editorial standards, AI-assisted research and drafting, and a quality review process that every article must pass before publication. This page explains exactly how that works, what we will and won't do, and how we handle corrections.
Key Takeaways
- •Every article is researched against authoritative primary sources, with citations linked inline.
- •AI tools assist with research and drafting; humans set the standards, choose the topics, and own the outcome.
- •Articles must pass our editorial quality gates — citation count, factual checks, readability, scoring — before going live.
- •James Crothers is the named editorial reviewer accountable for the standards every article meets.
- •We correct factual errors quickly when readers report them — accuracy beats ego.
Our Standards
We write for entrepreneurs who use what they read to make real financial decisions — to apply for SBA loans, raise capital, or launch a business. Bad advice on this site can cost a reader their funding, their savings, or their shot at the venture they have been working toward. We take that seriously. Our editorial standards exist to make sure that does not happen.
Accuracy
Every factual claim in our articles is researched against authoritative primary sources. Citations are linked inline so readers can verify what we say. When sources conflict, we link to the most authoritative one (typically a government agency, an established industry body, or a peer-reviewed publication) and note the disagreement.
Attribution
We do not present claims without sources. If we say the SBA reports a particular figure, the SBA page is linked. If we say a tax rule applies, the IRS page is linked. We do not use AI-generated sources or unverifiable references — and we never invent citations.
Transparency
We use AI tools in our editorial process and we say so. This page exists because we believe readers deserve to know how the articles they rely on are produced. Hiding tooling is the opposite of editorial integrity.
How We Research
Every article begins with a research phase against authoritative primary sources. The model is straightforward: link to the agencies and institutions whose word is closest to the underlying reality, not to other blog posts that link to those agencies.
Sources We Use
Our research draws from the U.S. Small Business Administration (SBA), the Internal Revenue Service (IRS), the Federal Deposit Insurance Corporation (FDIC), the U.S. Census Bureau, state Secretary of State offices, Nolo and other established legal-information publishers, and respected financial industry publications. Every article cites a minimum of four authoritative sources, and most cite considerably more.
Sources We Do Not Use
We do not treat AI-generated content, anonymous forum posts, social media claims, or unverified third-party blog summaries as primary sources. We do not cite Wikipedia as a primary source — though we may use it as a starting point to find the original references.
How We Write
Our editorial workflow is human-led and AI-assisted. Humans set the standards, choose the topics, and decide what gets published. AI tools accelerate the research synthesis and drafting work the same way modern publishers use style guides, templates, and editing software.
Topic Selection
Topics are selected by our editorial team based on what entrepreneurs actually ask — questions from real founders, gaps in the public guidance, and trends in business formation we see in the data. AI does not pick our topics.
Research and Drafting
We use AI tools to assist with research synthesis, structural drafting, and consistency across our library. Every article is built around a researched outline with cited sources before any drafting begins. The AI tools work within the editorial standards we set; they do not override them.
What AI Does Not Do
AI does not choose what we publish. AI does not bypass our quality gates. AI does not generate fictitious citations — every linked source is verified to exist and to support the claim it backs. AI does not write our editorial standards or our corrections policy.
Quality Review
Before any article goes live, it must pass our editorial quality gates. Articles that fail any gate are revised or rejected — they do not appear on the site.
What We Check
Citation completeness: every factual claim must trace to a verifiable source. Source quality: citations must come from authoritative primary sources (see above). Readability: articles must be usable by a real founder, not buried in jargon. Structure: articles must be navigable, with clear headings, summaries, and key takeaways. Scoring: we score articles on factual accuracy, sourcing depth, and quality signals before publishing.
Editorial Accountability
James Crothers serves as the named editorial reviewer responsible for the standards every article on this site meets. The reviewer byline that appears on each article reflects this editorial accountability — not a claim that any single human read every word before publication. Our quality gates, applied systematically to every article, are how those standards are enforced at scale.
Corrections and Updates
When we get something wrong, we fix it. Accuracy is more important than appearing to have always been right.
How to Report an Error
If you spot a factual issue with any article on this site, please contact us through our contact page. Tell us which article, which claim, and what the correct information is. We read every message and review every reported error.
How We Update
Verified errors are corrected promptly. We also review published articles for freshness when regulations, market conditions, or best practices change. Updates are reflected in the article's last-modified date.