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.
why aren't all 9 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
Srinivasa: Insurers will never replace structured data with unstructured data
“I don't think that we will ever replace our unstructured, our structured data the way how we are doing it. We're going to supercharge the structured data with unstructured data because we are highly regulated”
Srinivasa: Erie uses background agentic AI to prompt claims adjusters
“In near real time, this is an AI agent, call it an agentic AI, which is running behind the scene, listening into every conversation about your claim. And it is acting upon it and prompting you to do certain things.”
Srinivasa: Token spend will eventually be way north of compute spend
“And sooner or later, I expect the cost of money, what I'm going to spending on tokens is going to be way north of what I'm spending on compute someday.”
Srinivasa: Insurance companies have used AI and predictive algorithms for decades
“Insurance companies have been using AI for many years, for decades. When we look into our actual department, the way how we price it, the way how we underwrite a risk, it's based on thousands of different data points what we take and we apply a lot of algorith…”
Srinivasa: Erie Insurance will always keep humans in the AI loop
“Insurance is a trust business. We will always have a human in the loop, ok? Because trust is built based on human intelligence and et cetera, and we want somebody to validate it.”
Srinivasa: AI will automatically pull police records for insurance claims workflows
“Because what is going to happen is the content intelligence is going to create a set of workflow. What we call as orchestrate a workflow to do certain things to collect information. In many cases, insurance company will automatically go pull that information f…”
Srinivasa: AI tools will parse legal demands to prevent bad-faith lawsuits
“The power of the tools now which are available is going to automatically look into it and say there's a time limit demand. If you settle it now, you're done with 5000 dollars because that's what the customer feels is the right number. If not, the customer is g…”
Srinivasa: 80% to 90% of Erie Insurance's data is unstructured
“80 to 90% of our information are on unstructured data, and then structured data is what we use primarily for a lot of things.”
Srinivasa: Erie Insurance created an AI office to monitor token usage
“What we are setting up in our organization is there is an AI center of excellence and AI business office, similar to how cloud used to have a cloud business office whose primary responsibility to watch how people are picking up compute on a self-service mode. …”