GROWTH.1337
ALGORITHM-TO-PRD GROWTH ยท 1337 SKILLS

REVERSE-ENGINEER
THE ALGORITHM.

Every platform has ranking signals. Know them, exploit them, grow. This tool maps algorithm signals to actionable PRD strategies.

TWITTER / X RANKING SIGNALS
HIGH
Reply velocity
Replies in first 30 min boost ranking 3x
HIGH
Quote tweets
QTs signal intellectual engagement to algo
MED
Dwell time
Users stopping to read = quality signal
MED
Profile clicks
Curiosity-driven clicks boost future reach
LOCKED SIGNALS (5 MORE)
๐Ÿ”’Bookmark-to-impression ratio
๐Ÿ”’Thread completion rate
๐Ÿ”’Follower quality scoring
๐Ÿ”’Optimal posting windows by niche
๐Ÿ”’Engagement bait detection avoidance
PRD OUTPUT PREVIEW
GOAL: Maximize Reply velocity
METRIC: Track weekly improvement
STRATEGY: [Unlocked in full SKILL.md]
USER STORIES: [Ralph-formatted, 3-5 per signal]
HOW IT WORKS
1
Pick platform
2
Map ranking signals
3
Score by exploitability
4
Generate PRD + user stories
5
Feed to Ralph for execution
DEMO LIMIT

This demo shows 3-4 signals per platform. The full SKILL.md includes 10+ signals per platform, exploitation strategies, complete PRD templates, Ralph-formatted user stories, and cross-platform synergy patterns.

Get the full algorithm playbook

5 platforms, 40+ ranking signals, exploitation strategies, PRD templates, and Ralph-formatted user stories for autonomous execution.

Battle-tested in production ยท Part of the 1337 Skills Ecosystem