VIDEOS / 2026-03-11

Karpathy's "autoresearch" broke the internet

10 IDEAS EXTRACTED — RANKED BY BERG SCORE

01AGENCYBERG 78BUILD

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.

ARR $180K–$1.5M · AUTO 7/10

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02AI SERVICESBERG 76BUILD

Niche Auto-Research Agent in a Box

Packaged auto-research loops tuned for a specific painful niche (e.g. Amazon listing optimizer, realtor email tuner, SaaS pricing optimizer) sold as a monthly subscription.

ARR $60K–$600K · AUTO 8/10

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03AI SERVICESBERG 76BUILD

Done-For-You Due Diligence & Living Research Memo Service

An AI-powered due diligence service that delivers fast, structured investment memos and continuously updated living research reports for investors, acquirers, and executives.

ARR $120K–$1M · AUTO 6/10

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04AI SERVICESBERG 74BUILD

Research-as-a-Service: Auto-Generated Market Intelligence

An AI-powered research service delivering continuously updated competitive intelligence, regulatory tracking, and M&A due diligence reports to startups and investors on a subscription basis.

ARR $100K–$900K · AUTO 7/10

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05AGENCYBERG 74BUILD

Always-On A/B Testing & Landing Page Optimizer

An AI agent that continuously writes, deploys, and tests landing page and ad variants, keeping only the winners — sold as a retainer service or SaaS.

ARR $120K–$1.2M · AUTO 7/10

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06FINTECHBERG 71BUILD

Finance Ops Autopilot: AI Invoice Matching & Expense Agent

An AI agent that uses auto-research loops to continuously improve invoice matching, expense report generation, and exception detection — sold as SaaS or a managed ops service to SMBs.

ARR $100K–$900K · AUTO 7/10

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07SAASBERG 62MAYBE

Always-On AI Lead Qualification & CRM Optimizer

An AI agent connected to a company's CRM that continuously experiments with lead scoring rules and follow-up messaging to maximize conversion, freeing sales reps to focus only on hot deals.

ARR $150K–$1.2M · AUTO 7/10

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08DEVELOPER TOOLSBERG 60MAYBE

Optimize Button: Embedded Auto-Research Feature for SaaS

An embeddable 'optimize' feature for existing SaaS products that runs a mini auto-research loop to automatically tune prompts, pricing, or supplier rankings for end users.

ARR $50K–$500K · AUTO 8/10

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09SAASBERG 54MAYBE

Internal Productivity Lab: Auto-Research for Company Workflows

Apply the auto-research loop internally to your own company's operations — continuously optimizing workflows, templates, and routing rules to reduce meetings and manual work.

ARR $40K–$400K · AUTO 6/10

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10FINTECHBERG 52MAYBE

Auto-Quant: Overnight Backtesting & Trading Signal Service

Use auto-research to run overnight GPU backtests of trading strategies, then sell the winning signals as a digital subscription or use them for proprietary trading.

ARR $30K–$400K · AUTO 7/10

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