Tag

Orchestration

3 articles

The Iceberg of AI Research Tools — most tools show only the surface while the real infrastructure lies beneath

February 6, 202610 min read

Most AI Research Tools Are Just ChatGPT With Data

There's a wave of AI tools targeting equity research. Most share the same architecture: take an LLM, connect it to financial data, let analysts ask questions. It's a compelling demo. But it's not research infrastructure, and the distinction matters more than most people realize.

AIEquity ResearchArchitecture

We Built the Wrong Feature: lessons from 3 months of building better search when analysts needed orchestration

Founder Stories

January 29, 20266 min read

We Built the Wrong Feature

We built a dramatically improved search engine. The analyst looked at us and said, 'I don't want to search at all.' Here's what that Tuesday taught us about retrieval vs. orchestration, and why listening past the feature request matters.

Product BuildingFounder StoriesOrchestration

The 45-Minute Trust Gap from signal to conviction in equity research

Deep Dives

January 13, 20269 min read

The 45-Minute Trust Gap

Every analyst I've observed pays a hidden cognitive overhead tax: 45 to 90 minutes of validation work between finding a signal and trusting it enough to act. This is the trust gap and most AI tools don't touch it.

OrchestrationTrust GapInvestment Research

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