Rocktalk Lens maps any text into a 22-dimensional coordinate space where meaning has position. Free for all researchers — no credit card, no limits on citations.
One API key. Free forever. No configuration needed.
Map any text into a 22-dimensional universal information space. Every concept gets a coordinate. Compare semantic positions, find structural relationships, build new representations.
Every concept has a position in a 22-dimensional semantic space. The dimensions are not arbitrary — each captures a distinct primitive category of meaning found across all domains of knowledge.
Rocktalk Lens encodes text into coordinates across 22 semantic primitives. You can compare positions, find clusters, measure how concepts relate structurally — not just by word overlap.
Works across languages, domains, and levels of abstraction. "The speed of light" and "the maximum constraint on information transfer" land near each other. "Democracy" and "shared decision structure" converge. Structure is meaning.
# Rocktalk Lens — encode any text import requests r = requests.post( "https://api.rocktalk.ai/v1/lens/encode", headers={"Authorization": "Bearer sk_rt_YOUR_KEY"}, json={"text": "love is patient"} ) data = r.json() coords = data["results"][0]["coordinates"] top = data["results"][0]["top_dimensions"] # coords → list of 22 floats # top → [{index, meaning, value}, ...]
Each dimension index maps to a universal semantic primitive.
Rocktalk Lens is free for all researchers. No credit card required, no paywalls.
Rate limits: 60 requests/min and 1,000 requests/hour per API key. For research projects needing higher throughput, email api@rocktalk.ai.
Free tier, no credit card. Your key arrives by email in under a minute.