YouTube 对“AI 劣质内容”的新战役：创作者如何在2025年末通过真实内容仍然赚取可观收入

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Why This Matters Right Now (Mid‑November 2025)

In the last few months, YouTube has rolled out and clarified a major monetization update aimed at what the internet is calling “AI slop”—mass‑produced, repetitive, low‑effort videos that flood the platform. Key timeline and context:

• On July 2, 2025, YouTube announced a policy update targeting “mass-produced and repetitious content,” effective July 15, 2025. ^[1]
• The update clarifies that **channels using inauthentic, recycled, or spammy AI content risk demonetization or limited ads**, even if they’re currently in the YouTube Partner Program (YPP). ^[2]
• In follow‑ups, YouTube has emphasized that **AI itself is not banned**—but content must be “original” and “authentic,” with clear human input and transformation. ^[3]
• Creators are increasingly reporting confusing appeals and sudden monetization changes, indicating that **AI‑powered enforcement is already active** and not always transparent. ^[4]

At the same time, YouTube’s commerce ecosystem is heating up: - YouTube Shopping now has **500,000+ creators enrolled** and has seen a **5× year‑over‑year increase in GMV**, with AI product tagging and in‑stream shopping expanding to brands like Nike, Etsy, and Best Buy. ^[5] So 2 things are happening at once: 1. **Low‑effort AI channels are being squeezed.** 2. **Authentic, commerce‑ready channels are being rewarded.** This is the perfect window to reposition your content and your income streams before 2026. --- ##

The New Monetization Rules: What YouTube Actually Cares About

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1. The Two Red Flags: Mass‑Produced & Repetitive

YouTube’s own language around inauthentic content highlights two key patterns: ^[6]

• Mass‑produced content – Hundreds or thousands of near‑identical videos auto‑generated with the same structure, voice, and visuals.
• Repetitious content – Content that reuses the same clips, scripts, or formats without meaningful new value.

Examples likely to be flagged:

• “Top 10 Facts About X” channels using the same AI voice, stock footage, and script pattern for 1,000 uploads.
• AI‑generated news summaries reading off the same RSS feeds as hundreds of other channels.
• Compilation channels re‑uploading trending clips with minor edits.

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2. What Still Qualifies as Authentic (Even With AI)

YouTube and independent coverage have clarified that **AI‑assisted content can still earn ad revenue** when it shows genuine creative input: ^[7] Authentic content typically includes:

• On‑camera personality (even if B‑roll or AI tools help).
• Transformative commentary (e.g., reactions with deep analysis, editing, and narrative).
• Unique scripting or storytelling that can’t be trivially replicated by spamming a prompt.

In other words, **YouTube is attacking the business model of faceless “auto‑channels,” not the smart use of AI as a tool.** --- ##

The Money Math: What’s at Risk (and What’s Possible)

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1. The Downside: RPM Compression for Inauthentic Channels

Based on recent reporting and creator experiences: - YouTube’s crackdown can result in: - **Demonetization** of entire channels (loss of all ad revenue). - **Limited ads** and dramatically lower RPMs for borderline content. ^[8] - Creators relying on AI‑slop content farms have reported **RPM drops from the $3–$6 range to cents per 1,000 views** once flagged or restricted (in line with typical “limited ads” RPMs reported in forums and case studies). If you’re pulling 2M views/month on risky content at a $4 RPM: - Before enforcement: 2,000 × $4 = **$8,000/month** in ad revenue. - After limited ads at $0.50 RPM: 2,000 × $0.50 = **$1,000/month**. 👉 That’s a **$7,000/month haircut** just because your content looks mass‑produced. ###

2. The Upside: Shopping + Authentic Channels = Stacked Income

YouTube’s September 2025 “Made On” announcements show how fast Shopping is growing: ^[9] For mid‑sized creators, this means: - Ad revenue might be **$3–$8 RPM on long‑form**, but - **Shopping + affiliate** can easily add another **$5–$20+ “effective RPM”** when you sell higher‑ticket products (courses, gear, software). --- ##

3 Authentic‑First Channel Models That Survive the Crackdown

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Model #1: The “Show Your Work” Expert Channel

Best for: Educators, coders, designers, marketers, analysts. **What it looks like:** - You on camera (or screen‑share) walking through real workflows: - “I build a $500 Notion system for a client (start to finish).” - “I optimize a YouTube channel from $5 to $20 RPM.” - AI helps with: - Script outlines - B‑roll generation - Title/thumbnail ideas But you’re clearly the human expert. **Monetization stack:**

• Ad revenue (YPP).
• YouTube Shopping links to tools you actually use (SaaS, templates, gear).
• Off‑YouTube products (Notion systems, templates, coaching, courses).

Because your content is rooted in your own screens, code, and process, it’s **highly defensible** under the new rules. --- ###

Model #2: The Deep‑Dive Reaction & Commentary Channel

Best for: Culture critics, tech reviewers, finance/creator‑economy analysts. YouTube has clarified that **transformative reaction/commentary content remains monetizable**, as long as it adds meaningful insight or editing. ^[10] **What it looks like:** - Long‑form breakdowns of: - New platform policies (like this monetization update). - Viral AI tools. - Creator business case studies. - You mix: - Facecam + screen‑recording - Data overlays (charts, revenue screenshots where allowed) - Unique opinions and predictions **Monetization stack:**

• Ad revenue on long‑form and segmented Shorts.
• Affiliate links to tools you break down (editing software, AI tools, creator platforms).
• Sponsorships with those same tools once you have proof of conversions.

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Model #3: Commerce‑Native Channels With In‑Stream Shopping

Best for: Product reviewers, DIY/makers, fashion, home, niche hobby creators. YouTube is explicitly pushing **in‑stream shopping and dynamic sponsorship slots** that can be resold over time. ^[11] **What it looks like:** - You create videos like: - “I tested 5 $50 microphones for small creators.” - “Build a $500 productivity desk setup on Amazon.” - You use Shopping features to: - Tag products in‑video. - Add brand site links on Shorts. - Let YouTube’s AI auto‑tag products mentioned in your video. **Monetization stack:**

• Ad revenue + Shopping affiliate/commission via merchants.
• Future: dynamic sponsorship slots you can re‑sell on older videos once YouTube’s feature rolls out in 2026.

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How to “De‑Slop” Your Channel in the Next 14 Days

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Step 1: Audit Your Back Catalog for Risk

Create 3 buckets:

• Green: You on camera, clearly original, heavy commentary, unique visuals.
• Yellow: AI voice‑over, stock footage, templated script—but with your own research or insights.
• Red: Auto‑generated, reused scripts, compilations, or near‑duplicates with little transformation.

Immediate moves: - Set **Red videos to unlisted** or remove them (especially if they’re recent and high volume). - Improve or re‑shoot high‑view Yellow videos with on‑camera intros, personal stories, clearer analysis. --- ###

Step 2: Add Obvious Human Signals

You’re not just doing this for the algorithm—viewers reward it too. Add at least 2 of these to your next 10 uploads:

• On‑camera cold open (15–45 seconds) where you explain what you’re testing, teaching, or reacting to.
• Personal story or data point (“This change cut my RPM by 40% in July; here’s how I fixed it.”).
• Hand‑drawn or screen‑recorded explanations vs generic B‑roll.
• Visible tools, dashboards, or workspaces that are clearly yours.

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Step 3: Shift AI From “Generator” to “Assistant”

AI should make your **creative work faster**, not replace it. --- ###

Step 4: Layer Commerce On Top of Your Best Videos

Use YouTube’s Shopping momentum to diversify away from pure ad revenue. Practical steps:

• Apply for Shopping features through YouTube (if available in your region and category).
• Retrofit **top 20 videos by views** with:
  • Clear product mentions.
  • Affiliate links via Amazon, Etsy, or direct brand programs.
  • Shopping tags when available.
• For every new tutorial or review, ask: “What product, tool, or template naturally fits here?”

If the Shopping program has a **5× YoY GMV growth while involving ~500K creators**, that implies average GMV per creator is rising as the ecosystem matures—being early in your niche now increases your odds of being one of the “default” channels brands and YouTube’s AI recommend. ^[12] --- ##

What About Appeals and False Flags?

Reports in the last week show creators challenging YouTube’s claims that appeals are manually reviewed—many say they receive responses in minutes, suggesting heavy AI involvement. ^[13] If you get hit:

• Document everything – screenshots of your dashboard, specific videos flagged, timestamps.
• Submit a focused appeal:
  • Explain how your content is original (on‑camera presence, unique footage, personal IP).
  • Call out any misclassification (e.g., commentary vs “reused content”).
• Post a calm, factual breakdown on X (Twitter) or LinkedIn tagging @YouTubeCreators. A few high‑profile cases have driven clarifications and reversals when coverage picked up. ^[14]

But the most reliable move is still **proactively aligning your channel with the new guidelines** instead of relying on appeals. --- ##

Putting It All Together: A 14‑Day Action Plan

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Final Takeaways: How to Win the Post‑“AI Slop” Era

• YouTube isn’t banning AI; it’s banning **businesses built on indistinguishable content**.
• The creators who win from now through 2026 will:
  • Show their face, work, and point of view.
  • Use AI as a back‑office tool, not a content factory.
  • Layer in shopping, affiliate, and their own products instead of relying only on ad RPM.
• The monetization crackdown is painful for faceless farms, but **it’s a raise for anyone willing to build real IP and commerce‑native videos**.

If you treat this policy shift as a forced upgrade—not a punishment—you can walk into 2026 with a channel that: - Survives policy updates. - Earns more from every 1,000 views. - And is finally built around something no AI can clone: **you**.