Creator

CTR Comparison

A Content Spy packaging tool that compares your planned title and thumbnail to a benchmark YouTube video, then returns a 0–100 CTR Comparison Score plus Stronger / Competitive / Weaker. 5 AI credits.

Overview

CTR Comparison sits in Content Spy under Packaging & Click Optimization. Load a public or unlisted benchmark video, then open the short form: your planned title (required) and thumbnail description (optional). Open Go Viral → Content Spy (creator account, desktop). Each run costs 5 AI credits. Compare mode supports 2–3 videos: cost = number of videos × 5 (for example 3 × 5 = 15).

This is a packaging / click-psychology comparison against one benchmark — not a real CTR %, not impressions, and not an A/B test. It does not invent YouTube Analytics.

How to run

  1. 1Sign in as a creator. Open Go Viral → Content Spy (desktop). Import a public or unlisted benchmark video (vault, URL, or Wayo Ads Saver). Private videos are not supported.
  2. 2Choose CTR Comparison. A short form opens: enter your planned title (required) and optionally describe your planned thumbnail.
  3. 3Run it (5 credits). Credits deduct only after a successful result.
  4. 4Read the overall score and verdict (Stronger / Competitive / Weaker), title vs thumbnail vs gap, then Title Analysis, Thumbnail Analysis, and Quick Wins.
You receive 100 free credits when your token wallet is created. Skipping the thumbnail description sets Thumbnail Score to 15 / 40 and marks thumbnail vs benchmark as worse (unless the benchmark also has no visual analysis).

What it uses

The model compares two sides: the benchmark video’s real packaging, and the packaging you type in the form.

  • Your planned title (required)
  • Benchmark metadata: title, description, tags, views, likes, Shorts vs long-form

Fetched for the benchmark / optional on your side

  • Your thumbnail description — face, contrast, overlay text, colors
  • Benchmark spoken hook: first ~1,500 characters of transcript (title vs opening promise)
  • Benchmark thumbnail vision audit (same click-through prompt as CTR Audit) — used instead of guessing from the benchmark title
If the benchmark transcript or thumbnail analysis is missing, the write-up says so — it does not invent lines or pixels. If you omit your thumbnail description, Thumbnail Score is 15 / 40.

Scoring framework

Three components add to the CTR Comparison Score (clamped 0–100). This is not the same scale as CTR Audit or CTR Prediction sub-scores.

Title comparison

0–40
  • Curiosity gap vs the benchmark title
  • Emotional trigger intensity and specificity / concrete claims
  • Power words and SEO vs scroll-stop balance
  • Must quote specific words from both titles

Thumbnail comparison

0–40
  • Your description vs the benchmark’s visual analysis when available
  • Face, contrast, tension, overlay discipline (about 1–4 words), color
  • If you skip the description: score 15 and thumbnail vs benchmark = worse (unless the benchmark analysis is also missing)

Benchmark gap

−20 to +20
  • Net edge: niche fit, Shorts vs long-form, whether you would plausibly outperform the benchmark’s observed strengths
  • A weak benchmark can still let you score high

What you get

The result is formatted for the Content Spy results panel.

  • CTR Comparison Score: XX / 100. Verdict: Stronger if ≥ 62, Weaker if ≤ 38, otherwise Competitive.
  • Breakdown: Title Score / 40, Thumbnail Score / 40, Benchmark Gap (−20 to +20), Title vs Benchmark and Thumbnail vs Benchmark (better / worse / equal).
  • Title Analysis and Thumbnail Analysis: your strengths, your weaknesses, benchmark strengths, recommendations.
  • Quick Wins: three concrete next moves tied to what the benchmark actually does.
Scores are model judgments on packaging vs one video. They are not official YouTube CTR and not a guaranteed win in search or browse.

Case study

Composite documentation scenario — not a live client report. Scores below show the tool’s result UI; they are model judgments, not YouTube Analytics CTR.

Scenario

A productivity creator wants to know if their unpublished title and thumbnail would beat a competitor’s “I tested 5 focus apps for 30 days” video before they film.

Context (available inputs)

  • Benchmark: public long-form video (metadata + transcript hook + thumbnail vision)
  • Your planned title (required)
  • Your thumbnail description (provided)
  • Cost: 5 AI credits

Tool result

CTR Comparison
Title Score28 / 40
28
Thumbnail Score26 / 40
26
64

CTR Comparison Score

64 / 100

Overall verdict: Stronger — Title vs benchmark: better. Thumbnail vs benchmark: equal. Benchmark gap: +10.

Title analysis

  • Your title front-loads “5 apps, 30 days.”
  • Benchmark buries the outcome after a channel name.
  • Keep the count; cut filler before the promise.

Thumbnail analysis

  • Both use a shocked face + high contrast.
  • Your overlay is 3 words; benchmark uses 6 (harder on mobile).
  • Match the competitor’s split lighting; don’t add extra icons.

Quick wins

  • Steal the benchmark’s open-loop, not their face.
  • Keep overlay at 1–4 words.
  • Test the same title with a colder background.

Takeaways

  • You are scoring your planned packaging against one video — not Studio CTR.
  • Skip your thumbnail description and that 40-point pillar collapses to 15. Fill it if you want a fair fight.
  • Use CTR Prediction if you only have a hook + title and no benchmark. Use CTR Audit to score the competitor alone.

Frequently Asked Questions

Is this my real YouTube CTR?

No. CTR Comparison is a 0–100 packaging comparison against one benchmark. It does not read YouTube Analytics and does not invent a CTR percentage.

How is this different from CTR Audit and CTR Prediction?

CTR Audit scores a published video’s packaging. CTR Prediction scores your unpublished hook + title with no required benchmark. CTR Comparison needs both: a benchmark video and your planned title (thumbnail optional).

What if I skip the thumbnail description?

The run still completes. Thumbnail Score is set to 15 / 40 and thumbnail vs benchmark is “worse,” unless the benchmark also has no visual analysis. Title can still win the comparison.

Does Compare mode change the cost?

5 AI credits per benchmark video. Two or three videos in Compare mode multiply that (2 × 5 or 3 × 5).


Next Steps