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calesthioandHanzo Dev 7ffb943132 Initial release — OpenMontage: the first open-source agentic video production system
11 production pipelines, 47 tools, 124 agent skills.
Supports cloud APIs (fal.ai, OpenAI, ElevenLabs, Suno, HeyGen, Runway) and
free local providers (diffusers, Piper TTS, WAN 2.1, Hunyuan, CogVideo).

Co-authored-by: Hanzo Dev <[email protected]>
2026-03-29 08:25:17 -07:00

9.5 KiB

Long-Form Video Pipeline (10+ Minutes)

Sources: YouTube Creator Academy, VidIQ analytics research, Think Media production guides, Paddy Galloway retention analytics, Retention Rabbit 2025 Benchmark Report, AIR Media-Tech retention editing guide, Epidemic Sound mixing guide, Sweetwater YouTube mastering

Quick Reference Card

DURATION:         8-15 min (sweet spot for most topics)
HOOK:             Complete by 0:30 — survive the 30-second cliff
PATTERN INTERRUPT: Every 45-90 seconds
RETENTION TARGET:  40-60% average view duration
CHAPTER LENGTH:    2-4 minutes per chapter
NARRATION:        150-160 WPM
MUSIC BED:        Continuous, ducked 18-20 dB below speech
TARGET LUFS:      -14 LUFS integrated
END SCREEN:       Last 20 seconds (YouTube end screen cards)

Retention Benchmarks (2025-2026 Data)

Video Duration Good Retention Excellent Retention
1-3 min 60%+ 75%+
3-5 min 50%+ 65%+
5-10 min 45%+ 60%+
10-20 min 40%+ 55%+
20-60 min 35%+ 50%+
  • Platform average: 23.7% across all YouTube videos
  • Only 16.8% of videos exceed 50% retention
  • Only 16% of viewers reach the final 10 seconds
  • Improving retention by 10 percentage points correlates with 25%+ increase in impressions

AI-Generated Content Warning

  • AI-generated video shows 70% lower retention vs human-fronted content
  • AI narration triggers 35% viewer drop-off within the first 45 seconds vs human narration
  • Implication for OpenMontage: Prioritize natural-sounding TTS (ElevenLabs over Piper), and avoid detectable AI visual artifacts. The processing chain in sound-design.md is essential.

Retention Curve Management

The Critical Points

Timestamp What Happens How to Survive
0:00-0:03 Thumbnail-to-video match First frame must match thumbnail promise
0:00-0:30 55%+ leave in first 60s Hook + tension must be complete by 0:30. Must retain 70%+ here.
2:00-3:00 Retention valley — initial curiosity spent Deliver first major payoff BEFORE 2:00, pattern interrupt at 1:45
55-65% mark Secondary exodus in long-form Re-engage with burst sequence + open loop resolution
Last 20s End screen opportunity CTA + end screen cards

Survival Tactics for the 2-3 Minute Valley

  1. Open loops in first 60 seconds — raise a question early, hold the answer until later
  2. First major payoff before 2:00 — the hook's promise must have a down-payment
  3. Pattern interrupt at 1:45-2:00 — camera angle shift, B-roll burst, music change
  4. "Burst sequence" at the valley — 5-10 quick cuts lasting 10-15 seconds, then return to calm
  5. Foreshadowing cue — "But the really surprising part is coming up in a minute"

Pattern Interrupts

Deploy major interrupts every 60-90 seconds and minor interrupts every 20-30 seconds:

Technique Type When to Use
B-roll cut Minor Every 30-60s of talking head
Visual style change Major New section, new concept
On-screen text/graphic Minor Key stat, definition, emphasis
Music energy shift Major Section transitions
Direct address Minor "Now here's what's interesting..."
Burst sequence (5-10 rapid cuts) Major Every 2-3 minutes
Sound effect Minor Transition whoosh, pop for text

Impact: Videos using pattern interrupts in the first 5 seconds achieve 23% higher average retention.

Re-Engagement Hooks

Place a re-hook at the 2-minute mark and every 3-4 minutes after:

"But that's not even the interesting part..."
"Now here's where it gets weird..."
"Most people stop here, but if you keep watching..."
"This next part changes everything..."

These verbal signposts give viewers a reason to stay through the next segment.

Content Structure

Chapter Template

[INTRO]        0:00 - 0:30    Hook + stakes + preview
[CHAPTER 1]    0:30 - 3:00    Foundation concept
[RE-HOOK]      3:00 - 3:15    Curiosity gap for next section
[CHAPTER 2]    3:15 - 6:00    Complication / deeper layer
[PALETTE CLEANSER]  6:00 - 6:15    Visual break, humor, or "let that sink in"
[CHAPTER 3]    6:15 - 9:00    Key insight / "aha" moment
[PROOF]        9:00 - 10:30   Demonstration / example
[CONCLUSION]   10:30 - 11:30  Implications + reframe
[OUTRO]        11:30 - 12:00  CTA + end screen

Chapter Length Rules

Chapter Content Ideal Length Notes
Simple concept 2-3 minutes One idea, one visual set
Complex concept 3-4 minutes Multi-step, needs examples
Demonstration 2-3 minutes Show, don't just tell
Story / narrative 3-5 minutes Needs setup + payoff

Max 5-6 chapters for a 10-15 minute video. More chapters = too fragmented.

YouTube Chapters (Timestamps)

Add chapter markers in the description:

0:00 Introduction
0:30 Why This Matters
3:15 The Key Mechanism
6:15 The Breakthrough
9:00 Real-World Example
10:30 What This Means For You

Chapters improve navigation and can boost retention by letting viewers skip to relevant sections.

Audio Consistency

Music Bed Management

Rule Value
Music presence Continuous throughout (no silent gaps)
Ducking during speech -18 to -20 dB below narration
Music transitions 2-3 second crossfade between sections
Energy matching Shift music energy at chapter boundaries
BPM consistency Stay within ±10 BPM across the video

LUFS Over Long Duration

  • Target: -14 LUFS integrated (YouTube standard)
  • Dynamic range: 6-12 dB for speech-heavy content
  • Check LUFS per chapter — variation between chapters should be < 2 LUFS
  • Use a limiter at -1.5 dBTP on the final mix

Narration Pacing

Section WPM Energy
Hook 160-170 High energy, urgent
Explanation 150-160 Steady, clear
Key insight 140-150 Slower, deliberate
Silence after reveal 0 WPM (1-3s pause) Let it land
Conclusion 155-165 Energized, resolved

Visual Pacing

Cut Frequency by Video Phase

Phase Timing Cut Interval Notes
Hook 0:00-0:30 Every 3-5s Rapid changes signal momentum
Early body 0:30-3:00 Every 10-15s High energy, frequent B-roll
Mid body 3:00-7:00 Every 15-25s Stabilize; fewer cuts, more contextual B-roll
Late body 8:00+ 15-25s calm + burst sequences Alternate calm with 5-10 quick-cut bursts every 2-3 min

B-Roll Strategy

  • Individual B-roll clip length: 5-8 seconds
  • B-roll as percentage of total video: 35-50% for educational content
  • Watch time impact: Strategic B-roll at 35-50% increases watch time by 15-25%
  • Shot absorption time: Viewers need ~3 seconds; beyond 5 seconds without change, attention fades

The "Something Must Happen" Rule

Rule Value
Visual/audio change Every 3-5 seconds
Substantive frame change Every 20-30 seconds
Max without any change 15 seconds (expect drop-off beyond this)

End Screen & Cards

End Screen (Last 20 Seconds)

  • YouTube allows end screen elements in the last 5-20 seconds
  • Include: subscribe button, next video recommendation, playlist link
  • Do NOT put critical content in the last 20 seconds — it gets covered
  • Verbal CTA: "If you found this helpful, check out this next video on..."

Info Cards

  • Place at moments when a related topic is mentioned
  • Max 1 card per 2 minutes — too many feels spammy
  • Best placement: when you reference a concept covered in another video

Applying to OpenMontage

When building long-form content:

  1. Structure with chapters — 2-4 minutes each, max 5-6 chapters
  2. Complete the hook by 0:30 — follow the storytelling.md Explainer Arc template
  3. Re-hook at 2:00-3:00 — this is the retention valley
  4. Pattern interrupt every 45-90 seconds — B-roll, text overlay, visual change
  5. Continuous music bed — use music_gen for full-length track, duck 18-20 dB
  6. Narrate at 150-160 WPM — slower than short-form, clearer for learning
  7. Check LUFS per chapter — should be consistent (< 2 LUFS variation)
  8. Reserve last 20 seconds for end screen — no essential content there
  9. Add chapter timestamps — include in publish stage metadata
  10. Target 40-60% average view duration — if retention drops below 30% at any point, that section needs a pattern interrupt

Timing Cheat Sheet (12-Minute Video)

0:00-0:03   Visual hook (most compelling shot)
0:03-0:08   Verbal hook (promise/question)
0:08-0:15   Stakes ("here's why this matters")
0:15-0:30   Value preview + open loop planted
0:30-0:35   Branded intro (5 sec max)
0:35-1:45   Body segment 1 (high energy, cuts every 10-15s)
1:45-2:00   Pattern interrupt to bridge retention valley
2:00-3:00   First major payoff delivered
3:00-3:05   Chapter 2 mini-hook + bridging sentence
3:00-5:30   Body segment 2 (stabilized pacing, 15-25s cuts)
~5:00       Mid-roll CTA (subscribe ask, after earning value)
5:30-8:00   Body segment 3 (B-roll heavy, callbacks)
7:00-7:15   Burst sequence (5-10 quick cuts to re-engage)
8:00-10:00  Body segment 4 (mix calm + energy bursts)
9:30        Open loop resolution / major callback payoff
10:00-11:20 Final segment + main reveal
11:00       Card placement (last 20% of video)
11:20-11:40 Outro: tease next content, do NOT say goodbye
11:40-12:00 End screen (last 20 seconds), 1-2 elements