What question did this study set out to answer?

The aim is to develop a framework for aligning human judgment with AI in commercial sales processes.

March 26, 20260 citationsOpen Access

Constitutional Sales: An Integrity-First Framework for Human-AI Alignment in Commercial Contexts

Key Points

The aim is to develop a framework for aligning human judgment with AI in commercial sales processes.
Introduces the Constitutional Sales framework based on the HHH model.
Defines three foundational pillars for ethical sales.
Includes five diagnostic questions to evaluate alignment.
Presents the Extended Bowtie Model for governance in AI-assisted selling.
Establishes a structured governance system to enhance commercial sales ethics.
Offers a revised human-in-the-loop concept tailored for AI integration in sales.
Highlights the importance of human oversight at critical decision points in sales.

Abstract

Constitutional Sales is an integrity-first sales methodology that applies a conscience layer to any commercial process. Built on Anthropic’s Helpful, Honest, Harmless (HHH) framework and extended through the Constitutional Sales Extended Bowtie Model, it provides a structured governance system for AI-assisted selling. This working paper presents the core framework, three foundational pillars, five diagnostic questions, and the Extended Bowtie Model as original contributions to sales methodology and commercial AI ethics. The Extended Bowtie Model introduces the AI-in-a-Human-Loop governance structure — a reframing of the conventional human-in-the-loop concept for commercial contexts, in which AI augments each stage of the process but human judgment intercepts at every consequential decision node.

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