Round 1 Winners!
Proof of Usefulness Report

Opus Research

Analysis completed on 3/24/2026

+289
Proof of Usefulness Score
Gaining Momentum

Opus Research is an established B2B advisory firm with relevance in conversational AI and a long history (launched in 1985). The team size (30) and financial metrics ($2.5M) indicate legitimate real-world utility and comparable scale to the calibration baseline. However, the submission contains exaggerated and vague claims ('everyone', 'most people have used my product') that contradict its niche B2B nature, heavily penalizing its response quality and traction evidence multipliers. It functions primarily as a consultancy rather than a highly scalable tech platform.

Ready to Compete for $150k+ in Prizes?

Move this data into a HackerNoon blog draft to become eligible for your share of $150k+ in cash and software prizes

View All Reports

Score Breakdown

Real World Utility+175
Audience Reach Impact+15
Technical Innovation+30
Evidence Of Traction+37.5
Market Timing Relevance+80
Functional Completeness+2.5
Subtotal+340
Usefulness Multiplierx0.85
Final Score+289

Project Details

Project URL
Description
Opus Research is a diversified advisory and analysis firm providing critical insight on software and services that supports digital transformation. Opus Research is focused on the merging of intelligent assistance, NLU, machine learning, conversational AI, conversational intelligence, intelligent authentication, service automation and digital commerce. Sector analysis includes: * Conversational Intelligence – Inside contact centers and beyond, leveraging speech and conversational analytics, first-party data, and extending throughout the enterprise into digital settings. * Intelligent Assistants & Conversational AI – Exemplary integrations of chatbots, voicebots, and intelligent assistants using natural language understanding, speech processing, machine learning, artificial intelligence and analytics to support customer care, employee assistance, e-commerce, messaging and device control. * Intelligent Authentication (Identification, Verification & Fraud) – An area of long-standing market expertise in voice security, biometrics & analytics, Opus Research covers identity management, customer authentication and fraud prevention to support trusted commerce. Opus Research interacts with its clients through three distinct channels: * Advisory Service — Primary offering is our subscription-based Advisory Service in which clients gain access to our forecasts, market models and analysis, which support strategic planning, business development and go-to-market tactics. * Consulting Services — Providing clients with in-depth research and analysis related to specific business issues that they face in the interactive services sector. * Industry Events — Opus Research develops, produces and participates in a multitude of successful and informative events. Contact: For more information about our reports, research or becoming an Opus Research client. Pete Headrick Managing Director E | pheadrick@opusresearch.net P | 1-415-904-7666

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