Proof of Usefulness Report

Aarti Samani

Analysis completed on 2/13/2026

+526
Proof of Usefulness Score
Industry Mainstay

The project represents the professional consultancy and speaking business of Aarti Samani, a verified expert in AI and deepfake prevention. While the submission form contains errors (e.g., project name 'WhisperStorm', vague 'everyone' audience claims), independent verification confirms strong real-world utility and traction. Aarti Samani is a recognized figure (ex-SwiftKey, iProov) with high credibility in a timely market (AI safety/ethics). The score reflects a high-value, albeit boutique, service business rather than a scalable software product.

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Score Breakdown

Real World Utility+22.5
Audience Reach Impact+9.0
Technical Innovation+3.6
Evidence Of Traction+19.5
Market Timing Relevance+10.8
Functional Completeness+0.5
Subtotal+65.9
Usefulness Multiplierx0.80
Final Score+526

Project Details

Project URL
Description
Aarti Samani is an entrepreneur and a keynote speaker Vision: Aarti's vision is to inspire and lead organisations towards a future where artificial intelligence not only drives business success but also fosters a more equitable and inclusive society. Expertise: Aarti is an executive leader, who's expertise lies in commercialising AI based products, and leading organisations to scale internationally. Services: Aarti delivers the whole suite of speaking services at industry events, company conferences, client summits, invite only events for senior leaders and universities. * Keynotes * Fireside chats (as host or guest) * Panels (as moderator or panelist) * Podcasts (as host or guest) * Workshops * Masterclasses * Consultancy Speaking topics include (but are not limited to): ~ AI-Led Growth: The new paradigm of business success ~ Navigating Generative AI: Essential insights for board members and C-suite executives ~ AI Enhanced Workforce: Preparing managers for tomorrow ~ CAIRe: Corporate AI Responsibility ~ Inspiring Inclusion Through AI: Creating an equitable society Background: Over her career, Aarti has delivered tremendous value in corporates such as Microsoft, Nomura and UBS Warburg. She has led high growth scale-up businesses such as iProov, SwiftKey and Digital Surgery through funding rounds, international expansion and acquisitions. Incorporating AI-Led Growth in business strategy, she helps leaders to achieve their goals with focus and at pace. Having worked in various sectors including digital identity, financial services, medtech, Aarti's work is sector-agnostic, and relevant for all business areas. * Do you find yourself overwhelmed by the AI hype, and wondering what to do next? * Are you too cautious? or not cautious enough? Struggling to balance AI risk with growth? * Are you doing enough to leverage Artificial Intelligence for your business growth? Or falling behind already? Email Aarti Samani at hello@shreempartners.com

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline