Bracket22 replaces analyst team with AI, cutting costs by 99%

According to CNBC, financial manager Brian Kelly has overhauled his firm Bracket22 by replacing an entire team of analysts with artificial intelligence models. Previously, the company employed between seven and eight professionals in New York, Hong Kong, and California to monitor cryptocurrencies, stocks, and commodities.

The payroll and infrastructure of this global team cost around US$ 5 million annually. By transferring research and data analysis to autonomous systems, cloud computing costs dropped to between US$ 30,000 and US$ 40,000 per year, resulting in a 99% cost reduction.

Autonomous agents structure in asset management

To achieve this efficiency, Kelly replicated a traditional brokerage hierarchy using specialized software. He told CNBC that his role now is to be “the human in the chair,” emphasizing that final decisions on capital allocation remain with a human.

“the meat in the chair”

The company’s ecosystem consists of four coordinated software profiles:

• Houston: A command center managing research flow and system communication.
• Desmond: Focused on quantitative models, performs mathematical tests on weekends.
• Steffi Graf: Designed to be “the best technical analyst in the room,” specializing in detailed chart analysis.
• Doocey: Acts as a critical counterpoint, challenging and attempting to refute other agents’ arguments.

Continuous operation of systems in financial markets

According to Kelly, a key operational advantage is the ability to monitor global assets without interruption, “without anyone having to wake up at 3 a.m.” to check international market fluctuations. This continuity enables uninterrupted data processing across different time zones.

“without anyone having to wake up at 3 a.m.”

Impact on the job market and corporate trends

Kelly predicts the financial sector will evolve into a structure where “a single manager oversees a small number of humans, supported by a swarm of artificial intelligence agents below them,” changing demand for entry-level analytical roles.

“a single manager overseeing a small number of humans, supported by a swarm of artificial intelligence agents below them”

Major Wall Street institutions are also following this trend. Banks like JPMorgan Chase and Morgan Stanley already use autonomous agents to conduct complex analytical research for extended periods. However, Goldman Sachs reports warn that excessive delegation of analytical reasoning to machines requires constant vigilance to preserve human managers’ critical thinking.

The advancement of artificial intelligence shows that professional value is shifting from repetitive execution to strategic oversight. The combination of technological tools and qualified decision-making is becoming the key differentiator for professional development in the corporate world.