CTR Audit
A Content Spy packaging tool that scores how strong a published video’s click packaging is — title, thumbnail, spoken hook, and authority signals — then returns a 0–100 CTR Packaging Strength Score. 6 AI credits.
Overview
CTR Audit sits in Content Spy under Packaging & Click Optimization. Open Go Viral → Content Spy (creator account, desktop), load a public or unlisted YouTube video, then run CTR Audit. Each run costs 6 AI credits. Compare mode supports 2–3 videos: cost = number of videos × 6 (for example 3 × 6 = 18).
How to run
- 1Sign in as a creator. Open Go Viral → Content Spy (desktop).
- 2Import a video: paste a public or unlisted YouTube URL, pick one from your vault, or use a video saved via Wayo Ads Saver. Private videos are not supported.
- 3Choose CTR Audit and run it (6 credits). Credits deduct only after a successful result.
- 4Read the overall packaging score (score ring), the four sub-scores (Hook, Thumbnail, Title, Authority), then Strengths, Weaknesses, Risks, and Improvements.
What it uses
Each run builds a video context block: metadata, derived performance metrics, spoken-hook transcript when available, and a click-through thumbnail audit (not the Title & Thumbnail inspiration prompt).
- Title, channel name, content type (Shorts vs long-form), duration, publish date
- Views, likes, comments, subscriber count
- Derived metrics: views per day, engagement rate, comment rate, subscriber-to-view performance ratio
- Tags (up to 10) and description preview
Fetched when available
- Spoken hook: first ~1,500 characters of transcript (roughly the opening two minutes — the window that drives click follow-through)
- Thumbnail visual audit: expression, contrast, color, overlay readability at mobile scale, focal point, production quality — scored as 35% of the total
Scoring framework
Four components combine into the overall CTR Packaging Strength Score (0–100). Weights below guide the model — they are not a separate calculator in the UI.
Hook
25%- Curiosity gap / open loop in the title’s first impression
- Specificity (numbers, names, timeframes) over vagueness
- Emotional trigger intensity and claim credibility
- Pattern interrupt vs generic phrasing; penalty for clickbait
Thumbnail
35%- Visual contrast and a single clear focal point
- Facial expression / emotion that stops a scroll
- Text overlay: short, readable at mobile scale, not competing with the face
- Color vibrancy and production quality vs cluttered or stock-generic
Title
25%- Length: about 40–60 characters; penalty above ~70
- Power words and front-loaded first four words
- Search-intent alignment and emotional triggers
- Penalty for ALL CAPS spam, emoji spam, or misleading claims
Authority
15%- Views relative to subscriber count (breakout vs expected)
- Engagement rate and comment rate as packaging follow-through
- Upload consistency signals in metadata
- Low engagement can pull the score down even when copy looks strong
What you get
The result is formatted for the Content Spy results panel.
- CTR Packaging Strength Score: XX / 100 (score ring).
- Score breakdown: Hook, Thumbnail, Title, Authority — each 0–100 (progress bars).
- Strengths, Weaknesses, Risks, and Improvements — short, specific bullets tied to the title, thumbnail, or metrics.
Case study
Scenario
A productivity creator reverse-engineers a competitor’s packaging before filming a similar “I tested X for 30 days” video. They want to know whether the competitor’s title and thumbnail actually earn the click — not a retention teardown.
Context (available inputs)
- Title + thumbnail image (vision audit available)
- Spoken hook from the opening transcript
- Views, likes, comments, subscriber count, and derived rates
- Cost: 6 AI credits
Tool result
Score breakdown
0–100
- Hook82/100
- Thumbnail74/100
- Title79/100
- Authority68/100
CTR Packaging Strength Score
76 / 100
Strong curiosity gap in the title; thumbnail contrast is good but overlay text fights the face at mobile size.
Strengths
- Title opens with a 30-day outcome loop.
- Face + high-contrast split stops the scroll.
- Views per day beat the channel’s typical ratio.
Weaknesses
- Thumbnail overlay is 6 words — hard to read on mobile.
- Title runs past 70 characters; hook is buried.
Improvements
- Cut overlay to 2–3 words that match title emotion.
- Front-load the result in the first four title words.
- Keep the face unobstructed; drop competing icons.
Takeaways
- Treat this as a packaging audit of a published video — not a CTR % from YouTube Studio.
- Thumbnail is the heaviest component (35%): vision analysis matters more than guessing from the title.
- Use Title & Thumbnail next if you need new title/thumbnail sets instead of a score.
Frequently Asked Questions
Is this my real YouTube CTR?
No. CTR Audit is an AI packaging-strength score (0–100). It does not read YouTube Analytics CTR and does not invent a click-through percentage.
How is this different from CTR Prediction?
CTR Audit scores a published video’s packaging (title, thumbnail, spoken hook, authority). CTR Prediction estimates click appeal for content you have not published yet.
How is this different from Click Probability in Content Lab?
Click Probability is a Content Lab packaging-psychology score on a loaded video. CTR Audit is the Content Spy competitive version: it also uses derived performance metrics and a CTR-specific thumbnail vision audit, and it runs in Compare mode.
What if there is no transcript or thumbnail analysis?
The run still completes. Missing transcript scores Hook from title/metadata and flags the gap. Missing thumbnail vision scores Thumbnail more conservatively from title, tags, and how visualizable the topic is.
How much does one run cost?
6 AI credits per video. Compare mode multiplies by the number of videos (2–3).
Next Steps
Generate new titles, overlay text, and thumbnail concepts from an inspiration video.
See all 10 competitive intelligence tools, including Compare mode.
Estimate click-psychology strength for unpublished hook + title packaging.
How credits work, free balance, and pack pricing.