Proof of Usefulness Report

MajorBoost

Analysis completed on 1/24/2026

+265

Proof of Usefulness Score

Gaining Momentum

MajorBoost is a verifiable B2B healthcare AI startup founded in 2020 by Lekshmi Venu (ex-Amazon) and incubated at AI2. While the submission data contains significant inaccuracies (e.g., 'audience reach: everyone', 'market cap: 500000'), independent verification confirms the company was successfully acquired by SuperDial in January 2025. The project solves a high-value problem (healthcare phone automation) with proven technology. The score reflects the successful exit and real-world utility, heavily penalized by the low-quality submission data.

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Score Breakdown

Real World Utility+135.0

Audience Reach Impact+32.0

Technical Innovation+85.0

Evidence Of Traction+47.5

Market Timing Relevance+95.0

Functional Completeness+5.0

Subtotal+399.5

Usefulness Multiplierx0.66 (Calibration Adjustment to ~250-300 range for Small/Acquired vs HackerNoon 333)

Final Score+265

Project Details

Project URL

majorboost.com

Description

MajorBoost uses cutting edge AI to automate phone calls. We handle the hassles, so your team can complete more tasks per day. By bringing data and AI to phone calls, we help teams succeed. Our company was founded by technologists with a passion for solving problems in healthcare and insurance.

Algorithm Insights

Market Position

Growing utility with room for optimization

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