Featured BriefingATD Methodology5 min read
Inside the ATD Score: How UpFirms Eliminates Pay-to-Play Agency Bias
Inside the mathematical model behind UpFirms’ Ability to Deliver (ATD) score, exponential review decay, and why we prohibit sponsored organic rankings.
UpFirms Quantitative Research
ATD Scoring & Marketplace Integrity • Nov 3, 2026
UpFirms Research Dossier
Verification Protocol
Audited deliverables, invoiced phone interviews, and algorithmic decay.
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