<?xml version="1.0" encoding="UTF-8"?><oembed><type>video</type><version>1.0</version><html>&lt;iframe src=&quot;https://www.loom.com/embed/97225307f96a417783e964284c00f0b6&quot; frameborder=&quot;0&quot; width=&quot;950&quot; height=&quot;712&quot; webkitallowfullscreen mozallowfullscreen allowfullscreen&gt;&lt;/iframe&gt;</html><height>712</height><width>950</width><provider_name>Loom</provider_name><provider_url>https://www.loom.com</provider_url><thumbnail_height>712</thumbnail_height><thumbnail_width>950</thumbnail_width><thumbnail_url>https://cdn.loom.com/sessions/thumbnails/97225307f96a417783e964284c00f0b6-38411c3979fd7ff7.gif</thumbnail_url><duration>182.553</duration><title>Forge: Goodfire Commercial Intelligence OS</title><description>Live at https://forge-lemon-beta.vercel.app/. 
Code at https://github.com/chewyuenrachael/forge.

Forge is a commercial intelligence system for Goodfire — eight interfaces translating interpretability research into a repeatable GTM motion through a unified Research Knowledge Graph. The core loop: 4-factor signal scoring feeds prospect intelligence with composite ICP ranking, drives peer cluster outreach bursts referencing real Goodfire benchmarks, and scopes engagements through a complexity-driven pricing engine showing cost to deliver, margin, and LTV. Every engagement produces testable predictions about model behavior, tracked cumulatively. The system self-calibrates — signal feedback, conversion analytics, and weight auto-tuning mean it gets more accurate the more it&apos;s used.</description></oembed>