Validate Game Mechanics Before Writing Code
Hitbox AI sweeps organic community indexes, extracts real player friction points, and evaluates mechanic concepts against your game's design parameters.
Designed for Modern Technical Designers
Everything you need to eliminate manual market research loops, discover player requirements early, and secure funding.
Forum Discovery & Scraping
Crawl target competitor hubs (like Steam community review forms or Reddit subreddits) via SearXNG queries, capturing raw player discussions and reviews without any API limits.
- Index Steam and Reddit hubs
- Stealth proxies & auto-CAPTCHA solving
- Manual triggers (no scheduled runs)
Objective AI Matching & Scoring
Gemini evaluates discovered threads against your active game design profiles. Get a 0-100 viability score, qualitative reasons, structural pitfalls, and aligned features.
- Powered by gemini-2.5-flash
- Clear 0-100 viability brackets
- Synthesizes design actions & pitfalls
AI GDD Draft Extraction
Upload a draft game design outline file. Gemini extracts parameters to auto-populate your database design profile in seconds.
- Draft blueprint drag-and-drop uploads
- GDD Parameter auto-populating
- Supports PDF, TXT, and Markdown files
The Game Design Validation Cycle
Establish your parameters, run agent scans, analyze findings, and track alignment.
Define Profile
Set your genre, aesthetic, platforms, and draft parameters inside the design matrix.
Scan Concepts
Agent sweeps Steam and Reddit forums via SearXNG queries for organic player discussions.
Evaluate Sentiments
Gemini screens text snippets to map gripes, desires, viability scores, and design gaps.
Deep Scrape Hubs
Launch Stagehand over Browserbase Cloud proxies to pull specific competitor balance models.