The upside comes from commercial repair, not frontier-model economics. C3 does not need to win all
enterprise AI; it needs repeatable production conversions, better partner-led distribution, and a mix shift from generic AI access toward trusted workflow control in regulated and industrial settings. If that happens, both revenue growth and the
valuation multiple can improve from today's depressed base, though likely still below premium peers.