The era of faith-based AI investment is ending

Trantor’s framework piece argues that organizations are moving past investing in AI on belief alone. The early years rewarded ambition and momentum; the next phase rewards a structured, measurable case for return.

It mirrors what we see across the market. “We’re doing AI” was a strategy in 2024. In 2026 it’s a question - and the teams without a measurement framework can’t answer it.

Uprovd supplies that framework as a product: a repeatable way to baseline, attribute, and quantify AI outcomes so investment decisions rest on proof rather than conviction.