VERDICT: MAYBEBERG SCORE 48/100

Sora 2 Prompt Optimization Tool

A SaaS tool that takes a business description and target audience as inputs and auto-generates, scores, and optimizes Sora 2 video prompts for viral short-form content.

▶ WATCH THE SOURCE SEGMENT — How I'd use Sora 2 + Claude to hit 1M+ views on AI videos

01 THE IDEA

Greg's workflow — Perplexity research → Claude concept generation → Claude scoring → Claude Sora-optimized prompt writing — is itself a product waiting to be built. A dedicated SaaS tool could automate this entire pipeline: a user inputs their business type, target audience, and content goal, and the tool outputs 10 ranked video concepts with ready-to-paste Sora 2 prompts, complete with scores on hook strength, emotional trigger, and algorithm fit.

This is a narrow but high-value tool in the generative video stack. As Sora 2 and similar tools (Runway, Kling) grow in adoption, the prompt engineering layer becomes increasingly valuable. The tool could charge $29–$99/month per user, target content creators, startup marketers, and social media managers, and expand over time to support multiple generative video platforms. The moat would be proprietary scoring models trained on actual engagement data.

02 THE NUMBERS

EXPECTED ARR

$55K – $290K

INITIAL INVESTMENT

$8K + 120h

MONTHLY BURN

$3K + 60h

AUTOMATION

9/10

COMPETITORS

16 · SATURATED →

SKILLS

AI/LLM API integration, product design, short-form video strategy, growth marketing

03 THE VERDICT

This is the cleanest, most automatable idea in the video and represents a genuine gap in the current tool stack. Building it now while Sora 2 is early means you can establish brand association with the platform before OpenAI builds these features natively. The platform dependency risk is real but typical for the layer above foundation models — distribution and proprietary scoring data are your hedges. Low capital requirement and high automation score make this a strong candidate for a solo technical founder.

Verdict: MAYBE — read why above. Still convinced? A vetted builder can pressure-test the scope before you commit.

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04 THE FIELD

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