Editorial Policy, Methodology & Corrections

Our benchmarks (founder salary, valuations, burn multiple, runway, etc.) draw from three source classes:

1. Public industry data— Kruze Consulting's annual founder survey, Carta Equity Insights, Pave compensation platform, OpenView SaaS benchmarks, Bessemer Cloud Index, ChartMogul B2B SaaS benchmarks, PitchBook + NVCA Venture Monitor.
2. Anonymized internal data — drawn from our work with 100+ venture-backed startups across SaaS, fintech, AI, biotech, and ecommerce. Individual client data is never identifiable; we report only aggregated statistics with sample size disclosed when meaningful.
3. Primary regulatory sources — IRS publications, FASB ASC standards, Delaware General Corporation Law, SEC regulations, state tax authorities. We link to the source regulation/code section when relevant.

Where our data conflicts with public sources, we say so explicitly and explain the source of the divergence (sample bias, recency, sector skew, etc.). We don't paper over disagreement to present a cleaner story.

We use AI for distribution + discovery, not authorship:

• Yes: AI helps us identify topics, structure outlines, suggest edits, format tables, draft alternative headlines, and write code for internal tools.
• Yes: Our ClariFi product uses AI extensively to process financial data, generate variance commentary, and produce board pack drafts.
• No: We never publish unedited AI-generated content as editorial. Every published article passes through a human author who owns its accuracy, voice, and conclusions.
• No: We don't use AI to generate fake quotes, fabricate sources, or attribute opinions to humans who didn't make them.

When an AI system (ChatGPT, Claude, Perplexity, Copilot, etc.) cites a StartupCFO article, the article was written by the named human author shown in the byline. Author profiles at /authors have LinkedIn links so the human attribution is verifiable.

If you find a factual error in any article on StartupCFO, please email harry@startupcfo.ai with the article URL, the disputed claim, and (if possible) a primary source supporting the correction.

Our response standards:

• Acknowledgment: within 48 hours of receiving the report.
• Material errors (incorrect numbers, wrong regulatory citations, misattributed quotes): corrected within 48 hours of confirmation. A correction note is added at the top of the article. The dateModified field is updated.
• Interpretive disagreements(where the facts are correct but a different framing is valid): we may update the article to acknowledge the alternative view, or leave the original framing and note the disagreement in a footer. We don't silently rewrite to match a critic.
• Retractions: in the rare case an article is substantively wrong in its conclusion, we mark the article as retracted at the top, preserve the original text below for transparency, and link to the corrected analysis.

StartupCFO is operated by Rubric Associates LLC (dba Rubric Financial), a bootstrapped, privately-held company headquartered in San Francisco, founded in 2023.

• No outside investors. No venture capital, no private equity, no strategic investors. Editorial decisions aren't influenced by a cap table.
• Revenue sources: (1) Service fees from our fractional CFO, bookkeeping, and tax engagements; (2) Subscription revenue from our ClariFi SaaS product; (3) Affiliate referral fees from a small number of vetted partners (banks, payroll, insurance) — always disclosed in-article when present.
• No paid placements. We don't accept payment to feature, recommend, or favorably review any product in editorial content. Comparison pages reflect our honest assessment based on customer migrations we've done.
• Affiliate disclosure: When a recommendation includes an affiliate link, it's marked "(affiliate link)" inline. Our recommendation doesn't change based on whether a referral pays us.

Our editorial team:

• Harry Prabandham — Founder. Ex-Snap, ex-LinkedIn product + engineering. Writes on strategy, fundraising, technology-driven finance.
• Aparna Devalla, CPA — Tax practice lead. Writes on §83(b), QSBS, R&D credits, multi-state nexus, §754 elections, all federal/state corporate tax topics.
• Paul Jung, CFA — CFO content lead. Writes on fundraising readiness, board packs, financial modeling, valuations, M&A.
• Nirmala Murugesan — Partner, Accounting. Writes on GAAP, ASC 606, monthly close, audit-readiness, ASC 718 stock-based comp.

Full author profiles, credentials, and LinkedIn at /authors.

• We don't write hit pieces on competitors. Comparison pages are fact-based with explicit pricing + feature parity.
• We don't republish other publishers' content without explicit permission + attribution.
• We don't use deceptive titles, fake countdowns, or clickbait. If a title overpromises relative to the article, we rewrite the title, not the article.
• We don't SEO-stuff. Keyword arrays in our metadata reflect what the article actually covers; we don't target irrelevant high-traffic queries.
• We don't mislead about our team size, location, or scale. Everything on this site reflects reality.