Creator

Expected Value

A Content Spy monetization estimate for a published video — CTR, retention, conversion, scalability, plus an RPV per 1,000 views. Eight credits. Compare mode included. Not AdSense. Not YouTube Studio.

Overview

Expected Value sits in Content Spy under Revenue & Strategy. You pick a published video. The model reads title, description, tags, duration class, views, likes, comments, subscribers, and three derived rates — then returns a Revenue Potential Score (0–100) and an estimated RPV per 1,000 views. It does not read YouTube Studio earnings, does not invent AdSense CPM, and does not forecast your next payout.

Content Lab already has Revenue Potential at /resources/revenue-potential (3 credits: Ad Revenue, Sponsorship Appeal, Audience Value). Lab is research on a loaded video, with optional transcript and thumbnail description. Spy Expected Value is an 8-credit library run with Compare mode and four Spy bars: CTR, Retention, Conversion, Scalability.

How to run

  1. 1Open Content Spy and select Expected Value — or start Compare mode and add this tool.
  2. 2Choose a published (or unlisted) video. No extra form. Duration ≤ 60 seconds is labeled YouTube Shorts; longer is YouTube Video. Shorts are penalized for limited ad inventory.
  3. 3Confirm. 8 credits — the same in a single run or per video in a comparison.
  4. 4Read the Revenue Potential Score first, then the four bars, the RPV line, Drivers, Limiters, and Scaling Suggestions.
Eight credits, same as Creator Intelligence. Run this when you want an economic read on a competitor already live. Run Lab Revenue Potential when you want sponsorship / audience-value framing on a video you loaded in the Lab.

What it uses

Published-video payload. No transcript. No thumbnail vision. Derived rates are computed on the server, then sent as numbers.

  • Title, description (first 500 characters), up to 10 tags.
  • Duration class: YouTube Shorts if ≤ 60 seconds, otherwise YouTube Video.
  • Views, likes, comments, subscriber count, publish date.
  • Derived: views per day, engagement rate ((likes + comments) / views), subscriber performance ratio (views / subscribers).

What is not in the payload

  • Transcript — conversion and retention bars are inferred from packaging and metrics, not from spoken evidence.
  • Thumbnail vision — CTR Potential is judged from title + copy, not a vision paragraph.
  • YouTube Studio revenue, RPM, CPM, or AdSense reports. The model is forbidden to fabricate those.
Most videos sit in a $2–$8 RPM band in the prompt. Finance / tech / SaaS can be argued above $15. Entertainment and vlogs sit lower. That is niche context, not your invoice.

Four bars, one score

The model must return four 0–100 bars and one overall Revenue Potential Score. Conversion and Scalability are the two named scoring components. CTR and Retention are packaging scores the model also has to fill from the same video — they are not imported from CTR Audit or Retention Analysis.

There is no published equal-weight formula for the overall. Do not average the four bars yourself and treat that as the product. The overall is a model judgment. The RPV line is a separate estimate per 1,000 views, not a second overall score.

CTR Potential

Packaging
  • How click-worthy is the title (and implied thumbnail) — curiosity, specificity, emotional trigger.
  • Scored from this video’s copy. It is not your CTR Audit result and not Studio CTR.

Retention Potential

Packaging
  • How well the described structure can hold attention — pacing, hooks, depth inferred from title, description, duration.
  • Not Retention Analysis. No transcript window.

Conversion Potential

Scoring component
  • Signals the prompt looks for: engagement rate above 5%, high-intent audience, advertiser-demand niches (finance, SaaS, education), a clear CTA, long enough for mid-roll.
  • Penalties: entertainment-only with no intent; very short content that limits ads.

Scalability

Scoring component
  • Signals: views-per-day velocity, subscriber-performance ratio above 100% as a breakout cue, evergreen / series-worthy format, repurposing room.
  • Penalties: trending-only with no shelf life; a saturated niche.

What you get

Single-video runs return markdown that must start with ## Revenue Potential Score. Compare mode returns a compact RPM + confidence card.

  • Revenue Potential Score — 0–100. The heading the model must open with.
  • Score Breakdown — CTR Potential, Retention Potential, Conversion Potential, Scalability, each 0–100.
  • Estimated RPV — dollars per 1,000 views. An estimate. Not AdSense.
  • Revenue Drivers, Revenue Limiters, Scaling Suggestions — grounded in this video.
  • Compare mode: estimatedRPM, confidenceScore 0–100, revenue factors (niche value, buying power, ad compatibility, sponsorship), monetization channels, value optimizations.
A 67 here is economic-potential strength, not “you will earn 67% of a CPM.” A $4.20 RPV is not a Studio RPM and not a promise.

Case study

Composite documentation scenario — not a live client report. Scores and RPV are model judgments, not YouTube Studio revenue.

Scenario

A competitor’s published “I found out why my workflow was broken — and it wasn’t the tools” video. Long-form (over 60 seconds). Productivity niche — not finance. Solid click packaging, moderate conversion, limited scale (one-off rebuild, not a series).

Context (available inputs)

  • Published library video — title, description, tags, duration, views / likes / comments / subs
  • Derived: views per day, engagement rate, subscriber performance ratio
  • No transcript, no thumbnail vision, no Studio earnings
  • Cost: 8 AI credits

Tool result

Score breakdown

0–100

67avg
  • CTR Potential76/100
  • Retention Potential64/100
  • Conversion Potential71/100
  • Scalability58/100
Expected Value
CTR Potential76 / 100
76
Retention Potential64 / 100
64
Conversion Potential71 / 100
71
Scalability58 / 100
58
67

Revenue Potential Score

67 / 100

Estimated RPV: $4.20 per 1,000 views — inside the $2–$8 band the prompt treats as typical. Productivity, not finance. Not AdSense.

Drivers

  • Withheld-cause title is click-specific.
  • Long-form length can carry a mid-roll.
  • Engagement is healthy relative to views.

Limiters

  • Productivity RPM sits below finance / SaaS.
  • One-off rebuild — weak series / evergreen shelf.

Scaling suggestions

  • Turn the rebuild into a numbered series so Scalability has a repeatable format.
  • Name one commercial outcome (hours saved, tool dropped) if you want Conversion to read as intent, not entertainment.

Takeaways

  • Expected Value is an economic-potential map, not a payout forecast.
  • Lab Revenue Potential (3 credits) frames ads / sponsorships / audience value. Spy (8 credits) frames CTR / retention / conversion / scalability plus Compare mode.
  • CTR and Retention bars here are not substitutes for CTR Audit or Retention Analysis.

Frequently Asked Questions

Is this my YouTube Studio revenue?

No. The model is forbidden to fabricate AdSense revenue or exact CPM. The RPV line is an estimate per 1,000 views. Studio RPM can disagree.

How is this different from Revenue Potential in Content Lab?

Lab Revenue Potential is a 3-credit research tool: Ad Revenue 30%, Sponsorship Appeal 35%, Audience Value 35%, optional transcript and thumbnail description. Spy Expected Value is 8 credits, four different bars, no transcript, no vision, Compare mode on. URLs: /resources/revenue-potential (Lab) vs /resources/expected-value (this page).

Does it use CTR Audit or Retention Analysis scores?

No. It scores CTR Potential and Retention Potential itself from this video’s packaging and metrics. Running those Spy tools separately is a different 6-credit job each.

What counts as a Short here?

Duration of 60 seconds or less — YouTube Shorts. Shorts are treated as limited for mid-roll ads. That is not Retention Analysis’s 180-second Short-form line.

Why is estimated RPV usually $2–$8?

That is the realism band in the prompt for most videos. High-intent niches (finance, tech, SaaS) can be argued above $15. The number is still an estimate.

Can I compare two videos?

Yes. Compare mode is on. 8 credits per video. The compare card shows estimated RPM and a confidence score — a compact view, not the four-bar dump.

How much does one run cost?

8 AI credits. Compare multiplies by 2 or 3.

Next Steps

Revenue Potential (Lab)

The 3-credit Content Lab tool: ads, sponsorship appeal, audience value on a video you load in the Lab.

CTR Audit

Score packaging click strength with thumbnail vision — not the CTR Potential bar inside Expected Value.

Content Spy

The rest of the spy tools, including Creator Intelligence (also 8 credits, form, no Compare).

AI Credits

Expected Value costs 8 credits — the same in a single run or per video in Compare mode.