401K Independent Analysis Tool

COLD✧ v8Consumer FinanceNorth America16 Mar 2026

One-Liner

A zero-conflict 401K fund comparison tool for individual employees whose plan administrators earn fees from high-cost funds they cannot honestly evaluate

AI Thinking Process

Scale Shift engine: enterprise financial advisory (Mercer, Aon at $500K+/year) → individual consumer 401K fund analysis

401K independent analysis tool — zero-conflict fund comparison for employees whose plan administrators earn fees from high-cost funds

BrightScope (acquired by Morningstar 2010), FeeX (acquired by Financial Engines → Edelman), Blooom (acquired by Voya). All three independent 401K tools were acquired by conflicted buyers within 3-5 years.

KILLED — structural category instability. Independent 401K tools get acquired by conflicted buyers. The gap is real but the product category is ephemeral. Not a startup, it's an acquisition target.

Kill Reason

Structural category instability — BrightScope, FeeX, and Blooom all built independent 401K tools and were all acquired by conflicted buyers (Morningstar, Edelman/Voya) within 3-5 years. The market has a revolving door: independent tools are built, then absorbed by parties who use them to serve their own financial interests. This is not a positional kill — it is a fundamental characteristic of the market.

Risk Analysis

Risk analysis available for latest engine ideas.

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