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aibizhub

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Corrections Log

Every factual correction, clarification, retraction, or verification pass on aibizhub.io content is logged here, dated, and linked from the affected page.

Policy

When a factual error is found in a calculator, benchmark, or article, the content is corrected inline and the "Last updated" timestamp is bumped. Material corrections are flagged at the top of the affected page and logged here. Corrections are never silently edited. History is preserved.

  • Corrected

    A factual error was fixed.

  • Clarified

    Wording sharpened to prevent misreading (no factual change).

  • Retracted

    The claim or page was removed because it could not be substantiated.

  • Verified

    A formal audit pass found no error. Logged for transparency.

Log

  • corrected
    One-Person SaaS Valuation: Acquisition Walk-Through

    Reference [1] pointed to acquire.com/marketplace, which returned 404. Re-sourced to acquire.com/buyers/ (HTTP 200), the current buyer-facing listings hub. Anchor text updated to reflect the current page. (The /marketplace path is gone; the buyer listings are now at /buyers/.)

  • corrected

    Statistics pages — ProfitWell discounting-benchmarks citation + OpenView expansion benchmark

    Two stale citations re-sourced. (1) paddle.com/studios/shows/profitwell-report/discounting-benchmarks returned HTTP 301 to paddle.com homepage; updated in unit-economics-statistics.json and saas-benchmarks-statistics.json to paddle.com/resources (Paddle's research and resources hub, HTTP 200). The original Paddle Studios episode URL is no longer accessible. (2) The OpenView Partners expansion benchmark was already flagged as an archived PNG (firm defunct); the direct PNG URL at openviewpartners.com/wp-content/uploads/2017/07/Expansion.png remains HTTP 200 and the label already notes 'firm now defunct; archived image of original report' — no URL change needed, logged for transparency.

  • corrected

    Methodology pages + benchmark re-sourcing pass

    Added methodology pages and per-entry source citations to the AI Stack Cost Calculator and benchmark data. Re-sourced several benchmark URLs: WordStream 2016 blog URL replaced with current Google Ads Benchmarks; Crunchbase generic hub URL replaced with the specific First Round State of Startups article; SaaS Capital generic hub replaced with the specific annual-survey URL; Upwork research URL updated to the current Future of Work Report; SHRM generic hub replaced with the specific 2024 benchmark URL.

Reporting an error

To report a factual error, dispute a benchmark result, or flag an undisclosed sponsor relationship, use the contact details at /contact/. Substantiated reports are acknowledged within 5 business days and logged here if action is taken.