fresh
Tested frontier models for financial analysis. observed
No person- or entity-level identity check is on record for this company. A name match is not one.
The inclusion bar: two or more independent sourced evidence families. This profile is reachable but not in the ranked index. It is a statement about how much evidence we hold, and about nothing else.
We have not established fit. That is not a soft no and not a soft yes — it is unknown, and it is never counted as a qualified prospect.
No standout signal or flag yet.
No single number decides. Layers can disagree — that's the point. New to this? →
So Rogo, um, which is a startup in the, um, financial services space. Um, they have a very, you know, sophisticated AI team. I think they hire some folks in DeepMind, um, to, to run their AI program. Um, and they've used, been using RFT, uh, to get best in class results on, you know, parsing through financial documents, answering questions around it and, and doing tasks around that as well.
Product breadth, future risks that currently may not be visible to you, but are going to evolve, we can be your partner in solving those. And risks that you can underwrite that maybe others couldn't because of the nature of the balance sheet.
We are incredibly diversified in our insurance businesses. You're spot on in the way you've just described what Ajit said, but we think about the similarity between not all our insurance lines, but particularly those more esoteric ones are really in the commercial and specialty space as very similar in spirit to the practice of what investing is, which you're deploying capital into uncertainty to achieve a return.
we are going to be there through thick and thin when inevitably trouble strikes. The other component I mentioned that our insurance businesses are incredibly diverse.
If you think about our mix, we have risks that can come back from 20, 30 years ago and be very fat tail. It is really, really important to differentiate the balance sheet that a company like Progressive needs versus a company like Liberty Mutual. Our tails are fatter. Our balance sheet requirements are very different.
We've made the choice that we want to be an exceptional operator and that includes exceptional underwriting results and exceptional investment organization.
I would actually reverse that. I think as a public insurer, you're not likely to be able to pursue what we're doing.
When we think about how we get our advantage, there are two key parts of running inference. There's pre-fill and there's decode. Now, we have two key tech batches in both of these things.
We're not just building a chip. We're building a full inference solution, and that means a rack. That means the chip. That means the power delivery into the chip. That means the board in which it sits. That means the interconnect by which the chip talks to each other. That means the production for this mass volume of racks. Really, the production is the product.
Gray-market attention, not quality. 1+ HN mentions (peak 1 points). Claim-shaped headlines are rumors until corroborated — a Tier-3 factual claim carries no evidentiary weight on its own. ▲ 1 Show HN: An open-source Rogo/Hebbia alternative I built for a PE client on AWS 2026-08-11 ↗
| Attribute | Value | Kind | Source | Observed | State | Conf. |
|---|---|---|---|---|---|---|
common_name | Rogo | observed | artifact ↗ | 2026-07-18 | normalized | 0.60 |
community.hn.max_points | 386 | observed | artifact ↗ | 2026-07-18 | superseded | 0.20 |
community.hn.max_points | 1 | observed | artifact ↗ | 2026-10-08 | normalized | 0.20 |
community.hn.mentions | 50 | observed | artifact ↗ | 2026-07-18 | superseded | 0.20 |
community.hn.mentions | 1 | observed | artifact ↗ | 2026-10-08 | normalized | 0.20 |
community.hn.rumors | [] | observed | artifact ↗ | 2026-07-18 | normalized | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=24921716", "title": "Dr. Leonid Rogozov operating himself to remove his appendix in Antarctica, 1961", "points": 386, "created_at": "2020-10-28"} | observed | artifact ↗ | 2026-07-18 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=24921716", "title": "Dr. Leonid Rogozov operating himself to remove his appendix in Antarctica, 1961", "points": 386, "created_at": "2020-10-28"} | observed | artifact ↗ | 2026-08-16 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=24921716", "title": "Dr. Leonid Rogozov operating himself to remove his appendix in Antarctica, 1961", "points": 386, "created_at": "2020-10-28"} | observed | artifact ↗ | 2020-10-28 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=24921716", "title": "Dr. Leonid Rogozov operating himself to remove his appendix in Antarctica, 1961", "points": 386, "created_at": "2020-10-28"} | observed | artifact ↗ | 2020-10-28 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=24921716", "title": "Dr. Leonid Rogozov operating himself to remove his appendix in Antarctica, 1961", "points": 386, "created_at": "2020-10-28"} | observed | artifact ↗ | 2020-10-28 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=24921716", "title": "Dr. Leonid Rogozov operating himself to remove his appendix in Antarctica, 1961", "points": 386, "created_at": "2020-10-28"} | observed | artifact ↗ | 2020-10-28 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=24921716", "title": "Dr. Leonid Rogozov operating himself to remove his appendix in Antarctica, 1961", "points": 386, "created_at": "2020-10-28"} | observed | artifact ↗ | 2020-10-28 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=24921716", "title": "Dr. Leonid Rogozov operating himself to remove his appendix in Antarctica, 1961", "points": 386, "created_at": "2020-10-28"} | observed | artifact ↗ | 2020-10-28 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=49255283", "title": "Show HN: An open-source Rogo/Hebbia alternative I built for a PE client on AWS", "points": 1, "created_at": "2026-08-11"} | observed | artifact ↗ | 2026-08-11 | normalized | 0.20 |
description | Tested frontier models for financial analysis. | observed | artifact ↗ | 2026-07-18 | normalized | 0.60 |
index.ai_tie | PURE_AI | observed | classify | 2026-07-25 | derived | 0.60 |
sector | emerging | derived | calc | 2026-08-08 | normalized | 0.50 |
signal.commentary | {"context": null, "run_ref": "01M4FNX67NMRAMX5VAG1HQN6KR", "signals": [{"quote": "We're not just building a chip. We're building a full inference solution, and that means a rack. That means the chip. | observed | artifact ↗ | 2026-06-30 | promoted | 0.50 |
signal.commentary | {"context": null, "run_ref": "01M4FNX67NMRAMX5VAG1HQN6KR", "signals": [{"quote": "When we think about how we get our advantage, there are two key parts of running inference. There's pre-fill and there | observed | artifact ↗ | 2026-06-30 | promoted | 0.50 |
signal.commentary | {"context": null, "run_ref": "01M4FPY3KMT2R1FP3AH5ZHRW4P", "signals": [{"quote": "I would actually reverse that. I think as a public insurer, you're not likely to be able to pursue what we're doing.", | observed | artifact ↗ | 2026-06-23 | promoted | 0.50 |
signal.commentary | {"context": null, "run_ref": "01M4FPY3KMT2R1FP3AH5ZHRW4P", "signals": [{"quote": "We've made the choice that we want to be an exceptional operator and that includes exceptional underwriting results an | observed | artifact ↗ | 2026-06-23 | promoted | 0.50 |
signal.commentary | {"context": null, "run_ref": "01M4FPY3KMT2R1FP3AH5ZHRW4P", "signals": [{"quote": "If you think about our mix, we have risks that can come back from 20, 30 years ago and be very fat tail. It is really, | observed | artifact ↗ | 2026-06-23 | promoted | 0.50 |
signal.commentary | {"context": null, "run_ref": "01M4FPY3KMT2R1FP3AH5ZHRW4P", "signals": [{"quote": "we are going to be there through thick and thin when inevitably trouble strikes. The other component I mentioned that | observed | artifact ↗ | 2026-06-23 | promoted | 0.50 |
signal.commentary | {"context": null, "run_ref": "01M4FPY3KMT2R1FP3AH5ZHRW4P", "signals": [{"quote": "We are incredibly diversified in our insurance businesses. You're spot on in the way you've just described what Ajit s | observed | artifact ↗ | 2026-06-23 | promoted | 0.50 |
signal.commentary | {"context": null, "run_ref": "01M4FPY3KMT2R1FP3AH5ZHRW4P", "signals": [{"quote": "Product breadth, future risks that currently may not be visible to you, but are going to evolve, we can be your partne | observed | artifact ↗ | 2026-06-23 | promoted | 0.50 |
signal.commentary | {"context": null, "run_ref": "01M4GN2RRD7FZBAAASV20HNWFT", "signals": [{"quote": "So Rogo, um, which is a startup in the, um, financial services space. Um, they have a very, you know, sophisticated AI | observed | artifact ↗ | 2025-09-11 | promoted | 0.50 |
source.document.reference | {"kind": "podcast", "title": "Etched - Building AI Hardware to Make Inference Faster and Cheaper - [Invest Like the Best, EP.480] — rogo", "source_id": "01M4FM7NSYBJJ9PADFBDH5X970-m-ae4979053afb826a", | observed | artifact ↗ | 2026-10-09 | superseded | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Vlad Barbalat - Investing $120 Billion in Permanent Capital - [Invest Like the Best, EP.479] — rogo", "source_id": "01M4FM7P0AG18CP0JS7K1TXYYE-m-ae4979053afb826a", "extra | observed | artifact ↗ | 2026-10-09 | superseded | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Alex Sacerdote - How to Invest Through Technology Cycles - [Invest Like the Best, EP.477] — rogo", "source_id": "01M4FV3CE9M0Y4AMYN123JVPCY-m-ae4979053afb826a", "extract_ | observed | artifact ↗ | 2026-10-09 | superseded | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Dan Loeb - Lessons from 30 Years of Investing - [Invest Like the Best, EP.475] — rogo", "source_id": "01M4FV3CGJZ8X7XR11998NN9T5-m-ae4979053afb826a", "extract_ref": "arti | observed | artifact ↗ | 2026-10-09 | superseded | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Darren Farber on Iran, China, and the Rise of Neoprimes - [Invest Like the Best, EP.474] — rogo", "source_id": "01M4FV3CH3Z1SYCNG4R0JJBP9T-m-ae4979053afb826a", "extract_r | observed | artifact ↗ | 2026-10-09 | superseded | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Inside OpenAI Enterprise: Forward Deployed Engineering, GPT-5, and More | BG2 Guest Interview — rogo", "source_id": "01M4GC8PZ2ZC5415JC3HS2DQ3M-m-ae4979053afb826a", "extr | observed | artifact ↗ | 2026-10-09 | superseded | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Etched - Building AI Hardware to Make Inference Faster and Cheaper - [Invest Like the Best, EP.480] — rogo", "source_id": "01M4FM7NSYBJJ9PADFBDH5X970-m-ae4979053afb826a", | observed | artifact ↗ | 2026-06-30 | normalized | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Vlad Barbalat - Investing $120 Billion in Permanent Capital - [Invest Like the Best, EP.479] — rogo", "source_id": "01M4FM7P0AG18CP0JS7K1TXYYE-m-ae4979053afb826a", "extra | observed | artifact ↗ | 2026-06-23 | normalized | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Alex Sacerdote - How to Invest Through Technology Cycles - [Invest Like the Best, EP.477] — rogo", "source_id": "01M4FV3CE9M0Y4AMYN123JVPCY-m-ae4979053afb826a", "extract_ | observed | artifact ↗ | 2026-06-09 | normalized | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Dan Loeb - Lessons from 30 Years of Investing - [Invest Like the Best, EP.475] — rogo", "source_id": "01M4FV3CGJZ8X7XR11998NN9T5-m-ae4979053afb826a", "extract_ref": "arti | observed | artifact ↗ | 2026-05-28 | normalized | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Darren Farber on Iran, China, and the Rise of Neoprimes - [Invest Like the Best, EP.474] — rogo", "source_id": "01M4FV3CH3Z1SYCNG4R0JJBP9T-m-ae4979053afb826a", "extract_r | observed | artifact ↗ | 2026-05-26 | normalized | 0.95 |
source.document.reference | {"kind": "podcast", "title": "Inside OpenAI Enterprise: Forward Deployed Engineering, GPT-5, and More | BG2 Guest Interview — rogo", "source_id": "01M4GC8PZ2ZC5415JC3HS2DQ3M-m-ae4979053afb826a", "extr | observed | artifact ↗ | 2025-09-11 | normalized | 0.95 |
source.document.reference | {"kind": "podcast", "title": "David Vélez - Building Nubank and the Future of Global Banking - [Invest Like the Best, EP.495] — rogo", "source_id": "01M4X4TE7PBC87JKJ2XRCYVCYY-m-ae4979053afb826a", "ex | observed | artifact ↗ | 2026-10-13 | normalized | 0.95 |