- ะะพะฟัะปััะฝัะต ะฒะธะดะตะพ
- ะะฒัะพ
- ะะธะดะตะพ-ะฑะปะพะณะธ
- ะะขะ, ะฐะฒะฐัะธะธ
- ะะปั ะผะฐะปะตะฝัะบะธั
- ะะดะฐ, ะฝะฐะฟะธัะบะธ
- ะะธะฒะพัะฝัะต
- ะะฐะบะพะฝ ะธ ะฟัะฐะฒะพ
- ะะฝะฐะผะตะฝะธัะพััะธ
- ะะณัั
- ะัะบััััะฒะพ
- ะะพะผะตะดะธะธ
- ะัะฐัะพัะฐ, ะผะพะดะฐ
- ะัะปะธะฝะฐัะธั, ัะตัะตะฟัั
- ะัะดะธ
- ะะพัะพ
- ะัะทัะบะฐ
- ะัะปัััะธะปัะผั
- ะะฐัะบะฐ, ัะตั ะฝะพะปะพะณะธะธ
- ะะพะฒะพััะธ
- ะะฑัะฐะทะพะฒะฐะฝะธะต
- ะะพะปะธัะธะบะฐ
- ะัะฐะทะดะฝะธะบะธ
- ะัะธะบะพะปั
- ะัะธัะพะดะฐ
- ะัะพะธััะตััะฒะธั
- ะััะตัะตััะฒะธั
- ะ ะฐะทะฒะปะตัะตะฝะธั
- ะ ะถะฐั
- ะกะตะผัั
- ะกะตัะธะฐะปั
- ะกะฟะพัั
- ะกัะธะปั ะถะธะทะฝะธ
- ะขะ ะฟะตัะตะดะฐัะธ
- ะขะฐะฝัั
- ะขะตั ะฝะพะปะพะณะธะธ
- ะขะพะฒะฐัั
- ะฃะถะฐัั
- ะคะธะปัะผั
- ะจะพั-ะฑะธะทะฝะตั
- ะฎะผะพั
๐๐ง๐ญ๐๐ซ๐ฏ๐ข๐๐ฐ ๐๏ธ ๐ ๐ข๐ง๐๐ง๐๐ ๐ข๐ฌ ๐ ๐ฐ๐จ๐ซ๐ฅ๐ ๐จ๐ ๐ซ๐๐ฉ๐๐๐ญ๐๐๐ฅ๐ ๐ฉ๐ซ๐จ๐๐๐ฌ๐ฌ๐๐ฌ - Gen AI breaks that assumption
๐ ๐๐ข๐ญ ๐๐๐๐๐๐๐๐๐ ๐๐ฎ๐ญ๐ญ๐จ๐ง ๐๐ง๐ ๐๐ ๐ญ๐ก๐ ๐๐ข๐ซ๐ฌ๐ญ ๐ญ๐จ ๐ ๐๐ญ ๐ง๐๐ฐ ๐ฏ๐ข๐๐๐จ๐ฌ ๐ฌ ๐๐ญ๐๐ฒ ๐ญ๐ฎ๐ง๐๐ ๐จ๐ง ๐ฎ๐ฉ๐๐จ๐ฆ๐ข๐ง๐ ๐ฏ๐ข๐๐๐จ๐ฌ ๐๐จ๐ฏ๐๐ซ๐ข๐ง๐ ๐ฏ๐๐ซ๐ข๐จ๐ฎ๐ฌ ๐๐ฌ๐ฉ๐๐๐ญ๐ฌ ๐จ๐ ๐๐ข๐ง๐๐ง๐๐ข๐๐ฅ ๐ฆ๐๐ซ๐ค๐๐ญ๐ฌ, ๐ญ๐๐๐ก๐ง๐จ๐ฅ๐จ๐ ๐ฒ, ๐ก๐๐๐ฅ๐ญ๐ก๐๐๐ซ๐, ๐๐ซ๐ญ๐ข๐๐ข๐๐ข๐๐ฅ ๐ข๐ง๐ญ๐๐ฅ๐ฅ๐ข๐ ๐๐ง๐๐ ๐๐ง๐ ๐ฆ๐จ๐ซ๐! Join us on this journey of knowledge and innovation at the BERYL ELITES conference!
On May 2 we interviewed Peter Hafez, Chief Data Scientist at Marbella, Spain based RavenPack for an exclusive deep dive into AI-powered financial research. ๐๐ข๐ ๐๐๐ญ๐.๐๐จ๐ฆ ๐ข๐ฌ ๐๐ง ๐๐-๐ฉ๐จ๐ฐ๐๐ซ๐๐ ๐๐ข๐ง๐๐ง๐๐ข๐๐ฅ ๐ซ๐๐ฌ๐๐๐ซ๐๐ก ๐ฉ๐ฅ๐๐ญ๐๐จ๐ซ๐ฆ ๐๐ซ๐จ๐ฆ ๐๐๐ฏ๐๐ง๐๐๐๐ค, launched in 2024. It acts like a โ๐๐ฉ๐ข๐ต๐๐๐ ๐ง๐ฐ๐ณ ๐๐ช๐ฏ๐ข๐ฏ๐ค๐ฆ,โ letting professionals analyze vast amounts of financial information using natural language.
Maxine Hoover of The Beryl Consulting Group asked Peter the hard questions:
๐น Your work sits at the ๐ข๐ง๐ญ๐๐ซ๐ฌ๐๐๐ญ๐ข๐จ๐ง ๐จ๐ ๐๐๐, ๐ฆ๐๐๐ก๐ข๐ง๐ ๐ฅ๐๐๐ซ๐ง๐ข๐ง๐ , ๐๐ง๐ ๐ช๐ฎ๐๐ง๐ญ๐ข๐ญ๐๐ญ๐ข๐ฏ๐ ๐๐ข๐ง๐๐ง๐๐. What drew you to this intersection, and how has the thesis evolved?
๐น ๐๐๐ฏ๐๐ง๐๐๐๐ค ๐ฐ๐๐ฌ ๐๐ฎ๐ข๐ฅ๐๐ข๐ง๐ ๐ง๐๐ฐ๐ฌ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ ๐๐จ๐ซ ๐๐ข๐ง๐๐ง๐๐ข๐๐ฅ ๐ฆ๐๐ซ๐ค๐๐ญ๐ฌ ๐ฅ๐จ๐ง๐ ๐๐๐๐จ๐ซ๐ "๐๐ ๐ข๐ง ๐๐ข๐ง๐๐ง๐๐" ๐๐๐๐๐ฆ๐ ๐ ๐๐๐ญ๐๐ ๐จ๐ซ๐ฒ. What are the hardest-won lessons from those earlier years that still shape how you and the team build today?
๐น ๐๐ก๐ ๐๐ฅ๐ญ๐๐ซ๐ง๐๐ญ๐ข๐ฏ๐ ๐๐๐ญ๐ ๐ข๐ง๐๐ฎ๐ฌ๐ญ๐ซ๐ฒ ๐ข๐ฌ ๐ฆ๐จ๐ฏ๐ข๐ง๐ ๐๐ฐ๐๐ฒ ๐๐ซ๐จ๐ฆ ๐ฉ๐จ๐ฅ๐ข๐ฌ๐ก๐๐ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ ๐๐๐๐ค ๐ญ๐จ ๐ซ๐๐ฐ ๐๐๐ญ๐. Why is that happening now, and who benefits more from the shift โ buyers or vendors?
๐น ๐ ๐ข๐ง๐๐ง๐๐ ๐ข๐ฌ ๐ ๐ฐ๐จ๐ซ๐ฅ๐ ๐จ๐ ๐ซ๐๐ฉ๐๐๐ญ๐๐๐ฅ๐ ๐ฉ๐ซ๐จ๐๐๐ฌ๐ฌ๐๐ฌ: rebalances, reports, risk runs โ where determinism is a requirement. Gen AI breaks that assumption. How do you reconcile those two worlds?
๐น ๐ ๐ข๐ฏ๐ ๐ฒ๐๐๐ซ๐ฌ ๐๐ซ๐จ๐ฆ ๐ง๐จ๐ฐ, ๐ฐ๐ก๐๐ซ๐ ๐ข๐ฌ ๐ญ๐ก๐ ๐ซ๐๐๐ฅ ๐ฆ๐จ๐๐ญ ๐ข๐ง ๐๐ข๐ง๐๐ง๐๐ข๐๐ฅ ๐๐: data, models, distribution, or something else โ and how is Bigdata.com positioning for it?
๐๐ข๐ ๐๐๐ญ๐.๐๐จ๐ฆ ๐จ๐๐๐๐ซ๐ฌ ๐๐๐๐๐ฌ๐ฌ ๐ญ๐จ ๐จ๐ฏ๐๐ซ ๐๐ ๐ฒ๐๐๐ซ๐ฌ ๐จ๐ ๐๐๐ญ๐โ๐ข๐ง๐๐ฅ๐ฎ๐๐ข๐ง๐ ๐ง๐๐ฐ๐ฌ, ๐๐๐ซ๐ง๐ข๐ง๐ ๐ฌ ๐๐๐ฅ๐ฅ๐ฌ, ๐๐ข๐ฅ๐ข๐ง๐ ๐ฌ, ๐๐ง๐ ๐ฆ๐๐ซ๐ค๐๐ญ ๐ฌ๐๐ง๐ญ๐ข๐ฆ๐๐ง๐ญโand allows users to deploy custom AI agents to automate research tasks like portfolio monitoring and trend detection.
For a look at our impressive lineup of past panels and speakers ๐ก covering both public and private markets, ๐ฏ๐ข๐ฌ๐ข๐ญ ๐จ๐ฎ๐ซ ๐๐๐ซ๐ฒ๐ฅ ๐๐ฅ๐ข๐ญ๐๐ฌ ๐๐ก๐๐ง๐ง๐๐ฅ, ๐ง๐จ๐ฐ ๐ฐ๐ข๐ญ๐ก ~๐,๐๐๐ ๐ฏ๐ข๐๐๐จ๐ฌ ๐๐ง๐ ๐๐๐,๐๐๐ ๐ฌ๐ฎ๐๐ฌ๐๐ซ๐ข๐๐๐ซ๐ฌ, including managers, allocators, investment bankers, and members of the buy & sell side community.
To be the first to hear about upcoming Beryl Elites events, ๐๐ฅ๐ข๐๐ค โSUBSCRIBEโ
Copyright 2026 The Beryl Consulting Group. All Rights Reserved.
ะะธะดะตะพ ๐๐ง๐ญ๐๐ซ๐ฏ๐ข๐๐ฐ ๐๏ธ ๐ ๐ข๐ง๐๐ง๐๐ ๐ข๐ฌ ๐ ๐ฐ๐จ๐ซ๐ฅ๐ ๐จ๐ ๐ซ๐๐ฉ๐๐๐ญ๐๐๐ฅ๐ ๐ฉ๐ซ๐จ๐๐๐ฌ๐ฌ๐๐ฌ - Gen AI breaks that assumption ะบะฐะฝะฐะปะฐ Beryl Elites
On May 2 we interviewed Peter Hafez, Chief Data Scientist at Marbella, Spain based RavenPack for an exclusive deep dive into AI-powered financial research. ๐๐ข๐ ๐๐๐ญ๐.๐๐จ๐ฆ ๐ข๐ฌ ๐๐ง ๐๐-๐ฉ๐จ๐ฐ๐๐ซ๐๐ ๐๐ข๐ง๐๐ง๐๐ข๐๐ฅ ๐ซ๐๐ฌ๐๐๐ซ๐๐ก ๐ฉ๐ฅ๐๐ญ๐๐จ๐ซ๐ฆ ๐๐ซ๐จ๐ฆ ๐๐๐ฏ๐๐ง๐๐๐๐ค, launched in 2024. It acts like a โ๐๐ฉ๐ข๐ต๐๐๐ ๐ง๐ฐ๐ณ ๐๐ช๐ฏ๐ข๐ฏ๐ค๐ฆ,โ letting professionals analyze vast amounts of financial information using natural language.
Maxine Hoover of The Beryl Consulting Group asked Peter the hard questions:
๐น Your work sits at the ๐ข๐ง๐ญ๐๐ซ๐ฌ๐๐๐ญ๐ข๐จ๐ง ๐จ๐ ๐๐๐, ๐ฆ๐๐๐ก๐ข๐ง๐ ๐ฅ๐๐๐ซ๐ง๐ข๐ง๐ , ๐๐ง๐ ๐ช๐ฎ๐๐ง๐ญ๐ข๐ญ๐๐ญ๐ข๐ฏ๐ ๐๐ข๐ง๐๐ง๐๐. What drew you to this intersection, and how has the thesis evolved?
๐น ๐๐๐ฏ๐๐ง๐๐๐๐ค ๐ฐ๐๐ฌ ๐๐ฎ๐ข๐ฅ๐๐ข๐ง๐ ๐ง๐๐ฐ๐ฌ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ ๐๐จ๐ซ ๐๐ข๐ง๐๐ง๐๐ข๐๐ฅ ๐ฆ๐๐ซ๐ค๐๐ญ๐ฌ ๐ฅ๐จ๐ง๐ ๐๐๐๐จ๐ซ๐ "๐๐ ๐ข๐ง ๐๐ข๐ง๐๐ง๐๐" ๐๐๐๐๐ฆ๐ ๐ ๐๐๐ญ๐๐ ๐จ๐ซ๐ฒ. What are the hardest-won lessons from those earlier years that still shape how you and the team build today?
๐น ๐๐ก๐ ๐๐ฅ๐ญ๐๐ซ๐ง๐๐ญ๐ข๐ฏ๐ ๐๐๐ญ๐ ๐ข๐ง๐๐ฎ๐ฌ๐ญ๐ซ๐ฒ ๐ข๐ฌ ๐ฆ๐จ๐ฏ๐ข๐ง๐ ๐๐ฐ๐๐ฒ ๐๐ซ๐จ๐ฆ ๐ฉ๐จ๐ฅ๐ข๐ฌ๐ก๐๐ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ ๐๐๐๐ค ๐ญ๐จ ๐ซ๐๐ฐ ๐๐๐ญ๐. Why is that happening now, and who benefits more from the shift โ buyers or vendors?
๐น ๐ ๐ข๐ง๐๐ง๐๐ ๐ข๐ฌ ๐ ๐ฐ๐จ๐ซ๐ฅ๐ ๐จ๐ ๐ซ๐๐ฉ๐๐๐ญ๐๐๐ฅ๐ ๐ฉ๐ซ๐จ๐๐๐ฌ๐ฌ๐๐ฌ: rebalances, reports, risk runs โ where determinism is a requirement. Gen AI breaks that assumption. How do you reconcile those two worlds?
๐น ๐ ๐ข๐ฏ๐ ๐ฒ๐๐๐ซ๐ฌ ๐๐ซ๐จ๐ฆ ๐ง๐จ๐ฐ, ๐ฐ๐ก๐๐ซ๐ ๐ข๐ฌ ๐ญ๐ก๐ ๐ซ๐๐๐ฅ ๐ฆ๐จ๐๐ญ ๐ข๐ง ๐๐ข๐ง๐๐ง๐๐ข๐๐ฅ ๐๐: data, models, distribution, or something else โ and how is Bigdata.com positioning for it?
๐๐ข๐ ๐๐๐ญ๐.๐๐จ๐ฆ ๐จ๐๐๐๐ซ๐ฌ ๐๐๐๐๐ฌ๐ฌ ๐ญ๐จ ๐จ๐ฏ๐๐ซ ๐๐ ๐ฒ๐๐๐ซ๐ฌ ๐จ๐ ๐๐๐ญ๐โ๐ข๐ง๐๐ฅ๐ฎ๐๐ข๐ง๐ ๐ง๐๐ฐ๐ฌ, ๐๐๐ซ๐ง๐ข๐ง๐ ๐ฌ ๐๐๐ฅ๐ฅ๐ฌ, ๐๐ข๐ฅ๐ข๐ง๐ ๐ฌ, ๐๐ง๐ ๐ฆ๐๐ซ๐ค๐๐ญ ๐ฌ๐๐ง๐ญ๐ข๐ฆ๐๐ง๐ญโand allows users to deploy custom AI agents to automate research tasks like portfolio monitoring and trend detection.
For a look at our impressive lineup of past panels and speakers ๐ก covering both public and private markets, ๐ฏ๐ข๐ฌ๐ข๐ญ ๐จ๐ฎ๐ซ ๐๐๐ซ๐ฒ๐ฅ ๐๐ฅ๐ข๐ญ๐๐ฌ ๐๐ก๐๐ง๐ง๐๐ฅ, ๐ง๐จ๐ฐ ๐ฐ๐ข๐ญ๐ก ~๐,๐๐๐ ๐ฏ๐ข๐๐๐จ๐ฌ ๐๐ง๐ ๐๐๐,๐๐๐ ๐ฌ๐ฎ๐๐ฌ๐๐ซ๐ข๐๐๐ซ๐ฌ, including managers, allocators, investment bankers, and members of the buy & sell side community.
To be the first to hear about upcoming Beryl Elites events, ๐๐ฅ๐ข๐๐ค โSUBSCRIBEโ
Copyright 2026 The Beryl Consulting Group. All Rights Reserved.
ะะธะดะตะพ ๐๐ง๐ญ๐๐ซ๐ฏ๐ข๐๐ฐ ๐๏ธ ๐ ๐ข๐ง๐๐ง๐๐ ๐ข๐ฌ ๐ ๐ฐ๐จ๐ซ๐ฅ๐ ๐จ๐ ๐ซ๐๐ฉ๐๐๐ญ๐๐๐ฅ๐ ๐ฉ๐ซ๐จ๐๐๐ฌ๐ฌ๐๐ฌ - Gen AI breaks that assumption ะบะฐะฝะฐะปะฐ Beryl Elites
ะะพะผะผะตะฝัะฐัะธะธ ะพััััััะฒััั
ะะฝัะพัะผะฐัะธั ะพ ะฒะธะดะตะพ
ะััะณะธะต ะฒะธะดะตะพ ะบะฐะฝะฐะปะฐ





















