IDEASBERG_

INDEX / AGENCY

VERDICT: BUILDBERG SCORE 78/100

100x Testing Optimization Agency

An agency that uses auto-research to run 100x more experiments than traditional shops, offering a performance-based retainer for Shopify stores, B2B SaaS pricing, and email optimization.

▶ WATCH THE SOURCE SEGMENT — Karpathy's "autoresearch" broke the internet

01 THE IDEA

The pitch is simple and powerful: while traditional CRO agencies run a handful of tests per month due to human bandwidth, this agency uses auto-research loops to run hundreds of experiments in the same timeframe, at the same or lower cost. The 'we do 100x more testing' claim is a sharp differentiator that cuts through a crowded agency market.

The business model combines a monthly retainer with a performance bonus tied to KPI lifts (e.g., conversion rate, revenue per visitor), aligning incentives with client outcomes. Target niches include Shopify conversion labs, B2B SaaS pricing experiments, and email subject line optimizers. The agency model is the fastest path to cash flow, and it can be systematized into a productized service over time.

02 THE NUMBERS

EXPECTED ARR

$180K – $1.5M

INITIAL INVESTMENT

$3K + 80h

MONTHLY BURN

$1K + 60h

AUTOMATION

7/10

COMPETITORS

6 · GROWING →

SKILLS

CRO / growth marketing, AI agent orchestration, Client communication, Data analysis

03 THE VERDICT

This is the most immediately actionable idea in the video — low capital requirement, fast path to revenue, and a differentiated pitch that's easy to communicate. The performance bonus model aligns incentives and makes it easier to close risk-averse clients. Start with one niche (Shopify stores) and productize once you have 5 paying clients. High ceiling if systematized.

04 THE FIELD

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