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ATD Methodology5 min readPublished November 3, 2026

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.

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UpFirms Quantitative Research
ATD Scoring & Marketplace Integrity
Editorial Independence • $0 Sponsored Placement

Most B2B directories rank agencies by the size of their monthly sponsorship check. UpFirms was engineered from first principles to separate commercial sponsorship from organic ranking authority through our Ability to Deliver (ATD) algorithm.

Core Pillars of the ATD Score

Every agency profile is scored across verified client review quality, review volume, portfolio proof, service specialization alignment, and recency decay. Legacy reviews lose weight on a 12-month half-life so firms must continuously deliver excellence to retain top placement.

Ranking integrity is non-negotiable: no vendor can purchase a higher organic ATD score.
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Verified Research Author

UpFirms Quantitative Research

ATD Scoring & Marketplace Integrity

The UpFirms Research Team conducts primary B2B vendor diligence, verified client deliverable audits, and longitudinal hourly rate benchmarking across 290+ software engineering, AI, and digital marketing taxonomies.

UpFirms Procurement Standard

Every agency ranked on UpFirms undergoes corporate registration diligence, invoiced client phone interviews, and a 12-month exponential review decay model (λ=0.05776) so rankings reflect current execution capability rather than legacy reputation.