Authority signal
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.
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Corrected
A factual error was fixed.
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Clarified
Wording sharpened to prevent misreading (no factual change).
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Retracted
The claim or page was removed because it could not be substantiated.
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Verified
A formal audit pass found no error. Logged for transparency.
Log
- 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 /about/. Substantiated reports are acknowledged within 5 business days and logged here if action is taken.