Bridge the Hardware
Translation Gap.
The AI-native engineering platform that transforms conceptual sketches into factory-ready, ISO-compliant documentation.
See SpecForge AI in Action
Our CoCreate 2026 pitch — the translation gap, the V2T engine, and what we're building next.
Hardware innovation
dies in documentation.
Founders speak in concepts. Factories speak in ISO tolerances. When data is lost in translation, teams burn through weeks of lead time and thousands of dollars on failed prototypes.
Sketch in. Spec out. Every time.
Vision-to-Tolerance reads your sketch the way a machinist would — then checks its own work against live supplier data before it ever reaches your inbox.
Geometry Extraction
Parses freehand sketches, photos, or napkin CAD into structured 3D geometry.
Tolerance Assignment
Assigns GD&T callouts against ISO 1101 based on material and function.
Supplier Validation
Runs the spec against Accio Work supplier constraints before you commit.
The Roadmap to Physical Truth
We value truth over hype. Here's how we prove our V2T engineering engine, stage by stage.
Digital Spec
By the CoCreate LA Finals, we transition from conceptual sketches to AI-generated, ISO-compliant engineering documentation.
Ecosystem Match
Using Accio Work to validate every specification against real-world machine capabilities within the Alibaba.com supplier network.
Physical Verification
Funding the first 100 validation cycles to measure real physical outcomes against our digital specifications.
Funding this stageSeeing is Manufacturing.
Case Study: Cycle-01-LA
One real validation cycle, start to finish — from a napkin sketch to a dimensioned, ISO-compliant part.
Phase 1 Validation: Success.
July 16, 2026: V2T engine generated ISO-compliant specs from a conceptual sketch. RFQ accepted for quotation by Alibaba.com precision partners within hours.
Join the Future of Manufacturing
Be part of our Alpha release. Let's bridge the translation gap together.