The Clarity Gap Framework

This paper introduces the Raochra Clarity Gap Framework. When clarity is not produced and maintained, both sides pay: practitioners absorb unbilled discovery, while stakeholders absorb rework and unrealized value. But by naming and managing the Clarity Gap, both sides earn a compounding return that grows with each subsequent engagement. We call this The Clarity Dividend. The framework defines five key concepts: the Clarity Gap, the Clarity Dividend, the Discovery Tax, the Client Tax, and the Bilateral Tax. We offer these as shared vocabulary for practitioners and stakeholders in professional services engagements. It draws on information economics (Akerlof's Lemons Problem, the Winner's Curse) and examines how AI accelerates the costs of unmanaged ambiguity.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-22
DOI
https://doi.org/10.5281/zenodo.20186934
Primary Topic
Artificial Intelligence in Law
Type
article
Field-Weighted Citation Impact
0.00
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article

The Clarity Gap Framework

Viraf Bankwalla
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Law
article

The Clarity Gap Framework

Viraf Bankwalla
article en

Abstract

This paper introduces the Raochra Clarity Gap Framework. When clarity is not produced and maintained, both sides pay: practitioners absorb unbilled discovery, while stakeholders absorb rework and unrealized value. But by naming and managing the Clarity Gap, both sides earn a compounding return that grows with each subsequent engagement. We call this The Clarity Dividend. The framework defines five key concepts: the Clarity Gap, the Clarity Dividend, the Discovery Tax, the Client Tax, and the Bilateral Tax. We offer these as shared vocabulary for practitioners and stakeholders in professional services engagements. It draws on information economics (Akerlof's Lemons Problem, the Winner's Curse) and examines how AI accelerates the costs of unmanaged ambiguity.

Zenodo (CERN European Organization for Nuclear Research)
Epoch Biosciences (United States) (US)
Openalex Percentile: Top 8%
Artificial Intelligence in Law
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