Original reproducible assets

Reproducible scenario research

Downloadable tables generated from documented formulas and explicit hypothetical inputs. These are sensitivity benchmarks, not surveys or observed market averages.

What can this collection help you decide?

First-party, aggregated search-performance observations from BoringToolsKit Search Console, published as citable benchmarks: impression growth from 82 to 6,723 across consecutive 28-day windows, the daily trajectory, and impression share by query cluster. Queries are aggregated counts, not user data; numbers are self-reported first-party measurements, not independent audits.

Explore the reproducible Search Visibility Benchmarks 2026 (First-Party) →

Scenario data

Marketplace Seller Fee Scenario Benchmark

This reproducible scenario table shows how hypothetical marketplace fee rates change estimated net profit at four sale prices when product cost and seller-paid shipping assumptions stay fixed. It is a planning comparison, not a statement of any platform’s current fee schedule.

Scenario data

Appliance Electricity Cost Scenario Benchmark

BoringToolsKit energy cost tools include this reproducible appliance electricity cost table. It calculates hypothetical 30-day costs across appliance wattages, daily runtimes, and editable price-per-kWh scenarios. It demonstrates the formula rather than asserting a local utility rate; taxes, tiers, fixed fees, and equipment cycling may change a bill.

Scenario data

Team Meeting Cost Scenario Benchmark

This reproducible table models hypothetical meeting cost across participant counts, durations, and loaded hourly-cost assumptions. It includes an annual weekly recurrence to make the compounding effect visible. It is not a claim about an employer’s actual compensation or productivity.

Scenario data

Construction Material Overage Scenario Benchmark

This reproducible table applies hypothetical 5%, 10%, and 15% overage scenarios to three base material quantities. The percentages are comparison inputs, not universal recommendations. Product specifications, pattern, breakage, site conditions, and professional judgment control a real order.

Scenario data

Search Visibility Benchmarks 2026 (First-Party)

First-party, aggregated search-performance observations from BoringToolsKit Search Console, published as citable benchmarks: impression growth from 82 to 6,723 across consecutive 28-day windows, the daily trajectory, and impression share by query cluster. Queries are aggregated counts, not user data; numbers are self-reported first-party measurements, not independent audits.

GEO audit

AI-Citation Readiness: BoringToolsKit vs Top Calculator Sites

Observed comparison of llms.txt, structured data, answer blocks, and verified facts across the largest calculator websites.