Editorial Standards

1. Editorial mission

Bedrocka Tools exists to give households and operators coverage calculators they can audit, not black boxes they have to trust. Our editorial mission is verifiable trust: every formula is open-source on GitHub, every assumption is cited to a primary source, and every page is reviewed by a named human with public accountability. We believe the next decade of insurance media will be defined by transparency — not licensed-agent-funnel calculators run by carriers with a commission tied to the answer — and we built Bedrocka Tools to deliver it.

One additional commitment specific to Insurance Coverage Hub: Bedrocka Tools is not a licensed insurance producer, broker, or agent in any state. We don't sell policies. We don't bind coverage. The calculator output is educational; the binding decision belongs with a licensed agent in your state who has reviewed your specific situation.

2. How our calculators are built

Every calculator on a Bedrocka Tools site goes through the same six-step process. We document the process here because the claims in our author bio — that the math is verifiable, the sources primary, and the reviewer named — only mean something if there's a documented production process behind them.

1. Source identification. Before we write a line of code we identify the primary sources for the category — federal regulation, IRS publication, peer-reviewed research, or industry-standard reference. If a primary source doesn't exist, we don't ship a calculator: we ship a research note explaining why.
2. Formula derivation. We derive each formula directly from the source documents, citing them as code comments at the call site. Anyone reading the source on GitHub can trace each constant back to the authoritative document and section that defined it.
3. Test case generation. For every calculator we write automated tests against worked examples published by the source — IRC §101 worked tax-treatment scenarios, ISO sub-limit boundaries, FEMA NFIP coverage caps, NAIC consumer-guide example calculations. The tests run on every commit. A regression in math gets caught before it can reach a reader.
4. Code review. Every calculation passes a human review before publication. For coverage content the primary reviewer is Byron Malone in his operator capacity. For YMYL-Insurance sub-domains specified in Section 7 below (life, health, disability, professional liability), we engage credentialed subject-matter experts and credit them on the page.
5. Methodology documentation. For each calculator category we publish a methodology page covering how the formulas derive from primary sources, what edge cases are handled, what we don't model, and when the page was last reviewed. Those pages live at /methodology and the per-category routes beneath it.
6. Public release. The calculator goes live with a "View source on GitHub" link in the math accordion, full citations in the page copy, a named reviewer byline, and a last-updated date. Nothing publishes without those four elements.

3. How AI is used (and where humans review)

Bedrocka Tools is one of the first insurance and personal-finance media companies built natively on AI automation. We use AI for: drafting calculator copy and explanatory content, generating test cases, monitoring regulatory and ISO-form sources for changes, and producing initial article drafts. Every AI-produced output passes through human editorial review before publication: every formula is verified by Byron Malone, every citation is checked against the primary source, every published page has a named reviewer, and YMYL-Insurance content additionally passes the Section 7 credentialed-reviewer protocol below.

We use AI as amplification of editorial judgment, not replacement. The transparency isn't optional — we believe insurance and personal-finance readers deserve to know how the content they rely on is produced, especially when household-asset and life-event coverage decisions are downstream of it. If a piece of content was AI-drafted, it was human-reviewed before it shipped, and the human who reviewed it is named on the page.

4. How we vet sources

Every formula and assumption in a Bedrocka Tools calculator traces to a primary source. Primary sources are:

• Policy form language — ISO (Insurance Services Office) standardized policy forms (HO 00 03 homeowners, HO 00 04 renters, HO 00 06 condo, DP 00 03 dwelling fire, PAP personal auto, CGL commercial general liability). The actual policy wording is the source of truth on what is covered and excluded.
• Federal regulation and statute — Internal Revenue Code (§101 life-insurance death benefits, §104 health/accident proceeds, §2042 estate-tax inclusion, §36B ACA premium tax credit), HHS / CMS rules on ACA plan structure, FEMA National Flood Insurance Program rules and pricing.
• Lender requirements — Fannie Mae Selling Guide §B7-3 (property insurance minimums on conforming mortgages), Freddie Mac Single-Family Seller/Servicer Guide.
• State regulation — NAIC (National Association of Insurance Commissioners) Consumer Insurance Search, model regulations, and state Department of Insurance bulletins for state-specific overlays and minimum coverage requirements.
• Industry research — LIMRA, ACLI Life Insurers Fact Book, Insurance Information Institute (III) research briefs, Insurance Research Council publications, NAIC Auto Insurance Database Report.
• Foundational academic work— Solomon S. Huebner's 1927 framework on Human Life Value (foundational life-insurance need methodology), peer-reviewed actuarial and risk-management research in indexed journals.

We do not cite blog posts, content-marketing pages, carrier marketing collateral, or aggregator sites as primary sources. We do not cite our own prior content as a source — every assumption traces to original authoritative documentation. When sources disagree (for example, when an ISO form revision and a state DOI bulletin produce different effective rules in a particular state), we cite both and explain the discrepancy rather than picking one and hiding the conflict.

5. Update and correction policy

ISO publishes form-language revisions on a multi-year cadence. NAIC adopts new model regulations. State DOI bulletins revise minimum coverage requirements. FEMA NFIP pricing changes under Risk Rating 2.0. The IRC sections governing insurance tax treatment update at every major tax-reform cycle. A coverage calculator that doesn't update with its sources becomes unreliable. Bedrocka Tools intelligence agents continuously monitor primary sources for changes affecting our calculators. When sources update, we evaluate and refresh affected calculators within 30 days, with named-reviewer signature on the update. Each calculator displays a "Last Reviewed" date.

When we publish a calculation with an error, we acknowledge it publicly on our corrections page, fix the error promptly, and document what was wrong, when it was identified, and who reviewed the fix. We believe transparent corrections strengthen trust more than silent fixes. If you've spotted an error, email info@bedrockatools.com with the calculator slug, the inputs you used, and the output you got. We respond to every report within three business days.

6. Affiliate disclosure and editorial independence

Bedrocka Tools earns revenue partly from affiliate partnerships with companies whose products we recommend, and partly from display advertising on our pages. We disclose these relationships clearly on every page where they apply — see our affiliate disclosure for the full partner list and commission structure.

Affiliate revenue does not influence which calculators we build, what sources we cite, or what our methodology says. Editorial decisions are made by Byron Malone and reviewed before publication; affiliate partners have no influence on editorial content. We select affiliate partners based on alignment with our editorial standards: partners must have verifiable customer service, transparent pricing, and reputable industry standing. We decline partnerships with products we wouldn't recommend on the merits.

When multiple affiliate partners exist for a category, our recommendation is based on which best fits the reader's situation as indicated by the calculator inputs — not which partner pays the highest commission. If you spot a recommendation that looks affiliate-driven rather than editorial, please email info@bedrockatools.com. We take editorial independence seriously and we'd rather hear about a problem than have it sit unfixed.

7. Author and contributor policy — with YMYL-Insurance reviewer protocol

Every Bedrocka Tools page has a named human reviewer. We do not publish under "Editorial Staff" or "Bedrocka Team" bylines. Reviewers are identified by name with a link to a public author page that includes their professional background and contact information.

7a. Why insurance content gets a stricter reviewer protocol

Insurance coverage is a YMYL ("Your Money or Your Life") topic in Google's search-quality framework, and it is YMYL in a more literal sense than most finance content: under-insurance on a homeowners policy can cost a household its largest asset; the wrong term-life face amount can leave a family financially exposed for two decades; an inadequate liability tier can convert a single third-party-injury claim into bankruptcy. Wrong math on an insurance-coverage tool has consequences that don't sit behind a "consult your CPA" disclaimer the way a tax-estimation tool can. We hold this site to a stricter standard.

7b. Reviewer credentials by sub-domain

Insurance Coverage Hub content passes through a tiered reviewer protocol based on the sub-domain:

• Property insurance(homeowners, renters, condo, flood, earthquake) — primary review by Byron Malone in his operator capacity, with documented operator-grade experience structuring entity-level and personal property coverage. Calculator math is verified against ISO form language and primary-source sub-limits. No additional reviewer is required for property tools at the household-level coverage range; commercial property and high-net-worth coastal coverage scenarios trigger an advanced-review flag with a credentialed P&C reviewer named on the page.
• Life insurance (term-life coverage need, whole-life crossover analysis) — primary review by Byron Malone on the methodology + math; a CPA reviews any tax-treatment content involving IRC §101 transfer-for-value rules, employer-owned-life-insurance §101(j) compliance, and §2042 estate-inclusion scenarios; an attorney is named on the page for content involving Irrevocable Life Insurance Trust (ILIT) structuring or buy-sell agreement funding.
• Health insurance (ACA marketplace plan structure, HSA-eligibility, employer-sponsored vs marketplace) — we do not publish health-coverage calculators without review by a credentialed health-insurance reviewer (CHC, RHU, or licensed-broker designation). Anchor health-coverage tools are on the post-launch backlog specifically to ensure this reviewer relationship is in place before publication.
• Auto insurance (Personal Auto Policy sizing, UM/UIM tiering) — primary review by Byron Malone on PAP form structure and operator-grade limit recommendations; state-by-state minimum overlays cite the relevant state DOI bulletin; commercial auto and rideshare-specific scenarios trigger advanced-review.
• Liability insurance(personal umbrella, E&O, commercial general liability) — primary review by Byron Malone for personal-umbrella sizing against net worth; professional liability and commercial CGL content requires review by a licensed P&C agent or a professional-liability specialist credentialed in the relevant occupational domain (legal, medical, architecture/engineering, financial services).
• Disability insurance (short-term disability, long-term disability, own-occupation vs any-occupation) — same standard as health: we do not publish disability-coverage calculators without review by a credentialed disability-insurance specialist (CLU/ChFC with DI focus, or RHU).

7c. What we don't do

We do not provide individualized insurance advice, recommend specific carriers as the "right" carrier for an individual situation, or bind coverage. We do not represent that any calculator output is appropriate for a specific household without review by a licensed agent in that household's state. We do not earn commission tied to the answer the calculator gives — our affiliate fees, where present, are flat referral payments to partners we've editorial-vetted, and the partner choice does not change the math. Where a question genuinely requires a licensed agent (binding coverage, claims advocacy, state-specific policy form interpretation), we say so on the page and link the reader to the NAIC Consumer Insurance Search to find a licensed agent in their state.

7d. Contributor expansion roadmap

The expansion to credentialed contributors across the YMYL-Insurance sub-domains above is an active commitment. As contributors are added, they appear with full bylines, public author pages, and category-specific reviewer attribution on the pages they review. Read the lead reviewer's full bio at /authors/byron-malone.

8. Contact and feedback

Spotted an error? Want to suggest a calculator we should build? Have feedback on our methodology? Email Byron Malone directly at info@bedrockatools.com or open an issue on our GitHub repository. We read every message.