Turn 200,000-Word Archives Into Cinematic Video Essays
Omnivo is the autonomous multi-agent pipeline for investigative creators and digital media studios. Synthesize raw source corpora, engineer retention arcs, and generate frame-accurate B-roll directions.
Workspace Anatomy
Inspect the Agentic Execution Engine
[02:11:04] Ingestion Engine: Context Window parsed 174,210 tokens across 3 heterogeneous media files without compression.
[02:11:08] Contradiction Found: SEC filing notes mirror supplier delivery dates delayed by 14 months, while CEO podcast interview claimed zero bottleneck in 2022.
[02:11:11] Narrative Climax Flag: Marked incongruence as the Act 3 Tension Pivot (Retains viewer focus at timestamp 18:30).
> Generating 5 structural thesis options according to documentary retention curve...
Slow push into neon cleanroom wafer fab. Extreme shallow depth of field. Subtle grain overlay.
Declassified 1989 trade agreement cables juxtaposed against high-contrast 3D CAD schematic of extreme ultraviolet mirror system.
Supply-chain nodal map glowing from Munich to Hsinchu. Fast kinetic camera sweep.
{
"sequence_id": "SQ-01-HOOK",
"estimated_duration_seconds": 15.2,
"voiceover": {
"speaker": "Documentary_Deep_Narrator",
"speed": 0.96,
"pacing_check": "OPTIMAL_RETENTION"
},
"b_roll_manifest": [
{
"timestamp_in": 0.0,
"timestamp_out": 4.8,
"engine": "runway_gen3_turbo",
"prompt": "cinematic slow push-in, semiconductor vacuum cleanroom, blue xenon glow, ARRI Alexa 65 --ar 16:9 --motion 3"
},
{
"timestamp_in": 4.8,
"timestamp_out": 15.2,
"engine": "midjourney_v6",
"prompt": "macro laser prism reflecting extreme ultraviolet rays, volumetric dust motes, studio documentary grade lighting --v 6.0"
}
]
}Engine Architecture
Engineered for Documentary Rigor
Standard chatbots give generic summaries. Omnivo acts as a collaborative reasoning team trained on high-retention video storytelling.
Deep Ingestion (200k+ Context)
Feed raw declassified PDFs, 3-hour podcast transcripts, and research papers without truncation. Omnivo isolates factual contradictions and primary-source nuggets.
Retention Curve Engineering
Calculates spoken cadence, hook duration, and cognitive payoff points based on top-performing documentary channels to eliminate drop-off valleys.
Deterministic Tool Triggers
Outputs dual-track AV scripts with machine-readable visual prompts ready for direct API consumption by generative video and image tools.
Live Retention & Cadence Evaluator
STATUS: OPTIMAL — Hook contains an opening time anchor, a stakes statement, and a curiosity gap under 15 seconds.
Technical Questions
Frequently Asked Questions
Why not just write scripts with standard ChatGPT or Claude web prompts?
Standard chat interfaces lose long-term plot consistency, hallucinate timeline sequences when summarizing 200+ pages, and output conversational fluff. Omnivo is built around multi-agent verification loops, retention pacing formulas, and structured dual-column AV exports.
How are source citations verified across 100k+ words?
Every narration beat links to exact paragraph anchors in your uploaded files. If a fact cannot be traced to the ingested corpus, the script flags it with an alert before production begins.
What format are video and audio prompts exported in?
Exports are provided in structured Markdown tables, standard Final Cut Pro / Premiere XML markers, and strict JSON schemas compatible with automated generative pipelines.