AI is accelerating scientific discovery. Commercial viability is still the dealbreaker — and evaluating it doesn't scale.
We're building the missing infrastructure: authoritative data and AI-enabled tooling that let scientists and AI systems separate deployable breakthroughs from dead ends.
THE PROBLEM
479,000
climate applied research teams globally
40,000+
early-stage climate teams globally
<20%
use economic analysis to guide R&D
$35B+
in capital at risk
WHAT WE'RE BUILDING
The barrier to TEA isn't motivation — it's accessibility. Validated data, guided tooling, and a practitioner network make it possible for teams to stress-test their economics far earlier — before scarce time and capital get misallocated.
Industrial Data Repository
Expert-validated cost and process data, organized around how TEAs are actually built.
AI-Enabled TEA Tooling
A guided co-pilot from blank sheet to working model — grounded in validated data.
TEAM AND PARTNER COALITION
Teasha Feldman-Fitzthum
Founding Director
Commonwealth Fusion Systems, XL Fleet, Ultra Capital, EverVest. MIT BS, Physics.