Retention Audit

Retention Audit

• A retention graph is the story's autopsy: every drop is a moment the script broke a promise, every spike is a beat viewers rewound to see again.
• Audit by zones, not by staring at the whole line — each zone has its own failure causes and its own fix.
• Always diagnose against a baseline: the same channel's best comparable video (same length/format). Absolute numbers mislead; the gap between winner and loser is the finding.
• Built on the six levers — see storytelling-hooks. Recap: 1. Curiosity gap · 2. Emotional mirror · 3. Conflict engine · 4. Relatability · 5. Pattern + surprise · 6. Three-act.

When to Use

• A video got clicks but died (decent CTR, low average view duration).
• YouTube stopped recommending a video after its first test batch.
• Comparing a flop against the channel's winners to find what broke.
• Any niche; needs the retention graph (screenshot is fine), the script or beat outline, and ideally one winner's graph.

Intake (Before Auditing)

• Get: this video's retention graph + length, the script or beat list with rough timestamps, CTR and impressions if available, and a winner's graph from the same channel/format.
• Also get the thumbnail + title + the video's first frame — the #1 retention killer lives in that triangle, not in the script.
• Missing the winner baseline? Use the gray "typical retention" band as a weak substitute and say so.
• No graph, no audit. Never estimate or invent retention numbers — ask for the screenshot; offer only hypothesis-level guesses clearly labeled as such.

The Five Zones (Quick Reference)

| Zone | Where | Healthy sign | Failure means | |------|-------|--------------|---------------| | Cliff | 0:00–0:30 | ≥65–70% still watching | packaging↔opening mismatch (confirm-the-click failure) | | Intro | 0:30–2:00 | slope flattening | throat-clearing, promise not restated, stakes missing | | Body | 2:00–sag | tracks/above typical band; small spikes | a loop closed without opening the next; pacing monotone | | Sag | ~40–60% of runtime | a visible re-hook bump or held line | no planned re-hook; mid-video drift | | End | last 10% | gentle taper | fine unless a cliff — outro started too early |

• Timestamp boundaries assume ~10–12 min videos; scale the intro/body boundaries proportionally for other lengths — the 0:00–0:30 cliff stays fixed regardless of runtime.
• Spikes = rewatch beats. Mark them: those are the moments that worked — reuse their structure in future scripts.
• The most common pattern: steep cliff + healthy body = the video was fine, the first minute betrayed the click. Fix packaging/opening, not the story.

Audit Workflow

1. Overlay the comparison. Note the winner-vs-loser gap at 0:30, 1:00, 2:00. If the gap is born in the first minute, the diagnosis is almost never "bad content."
2. Check the click triangle. Thumbnail promise vs title promise vs actual first frame/line. Any mismatch = the cliff's cause. (Winner channels show the same world in thumbnail and frame one.)
3. Map drops to beats. Put the script's beats on the timeline; for each visible dip, name the beat that was playing. Ask: did this beat close a loop without opening one? Sag without a re-hook? Tension the audience didn't come for?
4. Check the channel formula. Compare the flop's premise against the winners' shared pattern (subject type, resolution type, emotional promise) — use channel-formula to extract it if it isn't written down yet. A technically good story that breaks the channel's core promise still dies — audience expectation beats craft.
5. Mark the spikes. List rewatched moments and what structural move each used.
6. Deliver findings — for each: timestamp zone, what the graph shows, the script beat responsible, the cause, the fix. End with the single highest-leverage change for the next video, and feed the result back into the channel's profile (channel-formula) if one exists.

Common Mistakes

| Mistake | Fix | |---------|-----| | Judging by end-retention or AVD alone | Zone-by-zone against a winner — the cliff decides distribution | | Blaming the script for a 0:30 cliff | Check the click triangle first; the body may be healthy | | Ignoring spikes | Spikes are free R&D — codify what those beats did | | Auditing without a baseline | Same-channel winner first; typical band only as fallback | | One flop = change everything | Change the diagnosed zone only; keep what the graph says worked | | Findings without next-video actions | Every finding ends in a concrete instruction for the next script |

Audit Checklist

• [ ] Winner baseline (or typical band) overlaid?
• [ ] 0:30 / 1:00 / 2:00 gaps measured?
• [ ] Click triangle (thumbnail–title–first frame) checked for mismatch?
• [ ] Every visible dip mapped to a named script beat?
• [ ] Premise checked against the channel's winning formula?
• [ ] Rewatch spikes catalogued?
• [ ] One highest-leverage fix named for the next video?

Related

• channel-formula — extracts the winning pattern the flop is checked against; each audit feeds the profile back.
• long-form-youtube — the structure this audits ("confirm the click", sag-point re-hook).
• titles-and-thumbnails — fixes for click-triangle mismatches.
• storytelling-hooks — the levers behind every beat.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: yaxeen
• Source: yaxeen/storytelling-skills
• License: MIT

Install and usage instructions live in the source repository linked above.