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 6 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

Assertion Not checkable as stated
LLM migration eliminated annotation teams and increased Glean AI's gross margins
“The accuracy rates are better. Our cost to compute has gone down and like, it is the data scientist. We don't need a team to do annotations anymore for the models. And it's just like, it's like our gross margins. It's done like two step functions over the cour…”
Howard Katzenberg Nov 29, 2023 ▶ 9:16 How Glean AI Slashes Vendor Costs: CEO Howard Katzenberg on AI Accounting
Assertion Not checkable as stated
Katzenberg: Glean AI business grew over 3x in 2023
“Our business is up like three X, over three X so far this year.”
Howard Katzenberg Nov 29, 2023 ▶ 18:56 How Glean AI Slashes Vendor Costs: CEO Howard Katzenberg on AI Accounting
Assertion Not checkable as stated
Katzenberg: Commercial LLMs do not provide extraction confidence scores
“One of the drawbacks of using LLMs is like, we're not receiving confidence scores. On the extractions.”
Howard Katzenberg Nov 29, 2023 ▶ 9:55 How Glean AI Slashes Vendor Costs: CEO Howard Katzenberg on AI Accounting
Assertion Not checkable as stated
League Apps saved $20,000 on Salesforce contract using Glean AI benchmarking data
“So we gave him benchmarking data and he reported back that they saved 20 K versus their prior contract.”
Howard Katzenberg Nov 29, 2023 ▶ 13:08 How Glean AI Slashes Vendor Costs: CEO Howard Katzenberg on AI Accounting
Disclosure
Glean AI shifted 100% of its machine learning stack to LLMs
“Over the course of the last 12 to 18 months, we've done a hundred percent shift to LLM modeling for the complete stack. And we're using Vertex and OpenAI.”
Howard Katzenberg Nov 29, 2023 ▶ 8:57 How Glean AI Slashes Vendor Costs: CEO Howard Katzenberg on AI Accounting
Assertion Not checkable as stated
League Apps estimates Glean AI saves 2-3% of non-payroll spend
“And then he also said like, he estimates that Glean, like the value is like two to three percent of non-payroll spend.”
Howard Katzenberg Nov 29, 2023 ▶ 13:15 How Glean AI Slashes Vendor Costs: CEO Howard Katzenberg on AI Accounting
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