Product Introduction
- Definition: OnlyHate is a privacy-centric Chrome extension (technical category: browser-based content-filtering tool) that algorithmically hides positive comments on social platforms like YouTube, displaying exclusively critical, negative, or hate-driven feedback.
- Core Value Proposition: It eliminates "toxic positivity" clutter by deploying real-time sentiment analysis, enabling users to focus purely on critical feedback, bug reports, or genuine hate—optimizing time for creators seeking unfiltered criticism or users validating negative sentiment.
Main Features
- Negative-First Filter: Uses client-side NLP (Natural Language Processing) libraries to scan comment sentiment locally. Positive phrases (e.g., "Great job!", "Love this") are hidden instantly, while negative/neutral comments remain visible. Zero data leaves the browser, ensuring privacy.
- Platform-Specific Toggle: Activates via a toolbar switch with custom rulesets for YouTube (currently live), with future support for Facebook, X/Twitter, and Reddit. Adapts to each platform’s DOM structure using CSS/JavaScript injection.
- Real-Time Feedback Loop: Updates comment sections dynamically as new content loads, applying sentiment thresholds (e.g., hides comments with positivity scores above 70%). No server dependency—processing occurs via Chrome’s V8 engine.
Problems Solved
- Pain Point: Content creators and developers waste hours sifting through irrelevant praise to locate actionable criticism (e.g., bug reports, UX flaws). OnlyHate surfaces only high-signal negativity.
- Target Audience:
- Creators/Developers: YouTube video producers, SaaS builders, and app developers prioritizing critical feedback for rapid iteration.
- Critical Consumers: Users seeking validation of negative opinions (e.g., product researchers, disgruntled customers).
- Use Cases:
- Identifying recurring complaints in YouTube video comments for product updates.
- Analyzing hate patterns for community moderation strategies.
- Benchmarking negative sentiment during product launches.
Unique Advantages
- Differentiation: Unlike generic comment filters (e.g., Chrome’s "Hide Comments"), OnlyHate inverts traditional moderation—suppressing positivity instead of toxicity. Competitors (e.g., "Distraction-Free YouTube") lack sentiment-based filtering.
- Key Innovation: On-device NLP processing (via TensorFlow.js or similar) ensures zero data privacy risks. The "negative-first" algorithm prioritizes speed, scanning 500+ comments/sec locally—unlike cloud-dependent tools.
Frequently Asked Questions (FAQ)
- How does OnlyHate protect my privacy?
OnlyHate processes all comment data locally in your Chrome browser—no servers, logs, or external data transfers. Your activity remains private. - Does OnlyHate work on all social media platforms?
Currently, OnlyHate supports YouTube comment filtering. Facebook, X/Twitter, and Reddit compatibility are roadmap priorities for 2025. - Can I adjust what qualifies as "positive" or "negative" content?
Not in the current beta. The algorithm uses predefined sentiment thresholds, but future updates may include customizable sensitivity sliders. - Is OnlyHate free to use?
Yes, the Chrome extension is free during beta. Monetization plans (e.g., premium filters) are unannounced but may follow open testing. - Will OnlyHate slow down my browser?
Optimized for minimal resource usage: tests show <5% CPU impact during active filtering due to efficient client-side processing.