The Ledger

Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.

clear all ✕

why aren't all 4 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable

Disclosure
Alam: SAP expects headcount growth despite AI scaling 40,000 developers 5x
“And with that, what we're looking to go do is now not just operate at the throughput of 40,000 people, but operated the throughput of five X of 200,000 effective staff to deliver even more innovation for our customers, and we might even Honestly, in 26, barrin…”
Muhammad Alam Dec 9, 2025 ▶ 3:35 SAP's Muhammad Alam: AI's Real Employment Impact, Path To Genuine ROI, Is Hype Good?
Disclosure
Alam: SAP pilot team delivered a full quarter's output in two weeks
“Another team as part of these front runner teams came and said, hey, we delivered almost all of what we did in the last quarter in this last two week sprint.”
Muhammad Alam Dec 9, 2025 ▶ 11:53 SAP's Muhammad Alam: AI's Real Employment Impact, Path To Genuine ROI, Is Hype Good?
Disclosure
SAP is training RapidOne tabular AI models using permissioned customer data
“We announced at TechEd a couple weeks ago that we're super proud of is our RapidOne model which we are now taking the thing that we believe we uniquely have, which is the thousands of customers that have given us permission To use their aggregated anonymized d…”
Muhammad Alam Dec 9, 2025 ▶ 26:01 SAP's Muhammad Alam: AI's Real Employment Impact, Path To Genuine ROI, Is Hype Good?
Disclosure
SAP's deployed AI tools have boosted internal developer throughput up to 20%
“We're generally within 10 to 20%, even better already with the tools we've rolled out with the potential of what we just discussed a few minutes ago. I think that the potential is, is multiples of what we delivered today from a throughput perspective.”
Muhammad Alam Dec 9, 2025 ▶ 15:59 SAP's Muhammad Alam: AI's Real Employment Impact, Path To Genuine ROI, Is Hype Good?
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