Morale & its trajectory
Sample everyday communication and see underlying tension, fear, hedging or partisanism well before it surfaces as a visible crisis. You get the direction of travel, not just a snapshot.
Foreshock measures the human emotional and intent spectrum from the geometry of language alone. Understand your organization's morale, weigh the emotional impact of any content, and stop bad actors with a firewall your community curates that issues accessible receipts.
Purely semantic and does not use LLM classificationThe same geometric engine reads inward at your organization and outward at the content reaching it.
Sample everyday communication and see underlying tension, fear, hedging or partisanism well before it surfaces as a visible crisis. You get the direction of travel, not just a snapshot.
Score the estimated emotional impact of any user-generated or AI-generated content before it lands. Understand how it will be felt, on a graduated scale, across 75+ dimensions.
Guard against external bad actors with full transparency, autonomy and agility. Inspect and edit your own triggers without a full retrain, and hand out receipts when you act.
The phrases that define every sensor and shunt are open and editable. Security through obscurity is not security.
Foreshock collects vectors and similarity scores. It does not comprehend, summarize or store your text.
We know only which language and model were used. No PII, no regional data, no user profiles, ever.
Self-host inference on commodity hardware. The code and the math belong to you and your community.
Foreshock uses Nomic Text and Nomic Vision by default, with 768-dimensional vectors and open alignment weights. A unified text-and-image space means one geometry for everything you publish. Got your own embedding model? Customize up to 1k+ dimensions, or trim to fewer, to suit your embedding needs. Contact us to discuss custom deployments in advance.
Start free for a community of 1 - 250. Connect a source and Foreshock starts scoring. Free tools to explore, learn, monitor, and respond. No pushy upsells.
One chat channel, one RSS feed, 500 monthly classifications. Aldous open-source supported. No card required.