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Unified Research Layer

Bulk Social Video Transcription & Intelligence

One ingestion + enrichment pipeline for Reels, TikTok, Shorts, long-form YouTube and captions. Normalize structure, extract hook archetypes, map semantic overlap, and repurpose with confidence.

Last updated: 2025-10-05
5+
Platforms Unified
Short + long-form
98%
Avg. Deduplication
No wasted credits
120+
Hook Patterns Tracked
Archetype library
100+ / run
Pipeline Throughput
Batch oriented

Supported Platforms

Mix short & long-form sources in the same batch. Deduplication prevents wasted runs.

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Unified Pipeline Workflow

  1. 1

    Paste or import multi-platform URLs (profiles, channels, video links)

  2. 2

    Deterministic ingestion + transcript normalization

  3. 3

    Hook + topic + structure enrichment & clustering

  4. 4

    Cross-platform overlap & angle differentiation analysis

  5. 5

    Export, repurpose, and feed into scripting / briefing loops

Core Intelligence Outputs

Outputs are designed to shortcut manual pattern hunting and feed directly into ideation, scripting, repurposing, and growth experiments.

  • Normalized transcripts (short + long-form)
  • Opening hook pattern clustering & frequency scoring
  • Topic / semantic overlap surfacing
  • Pacing & structure heuristics (intros, pivots, calls-to-action)
  • Cross-platform angle overlap + uniqueness mapping
  • CSV / JSON exports for downstream modeling

Guides & Playbooks

Early User Feedback

“This saved us hours of manual research per week.”
“Finally a unified way to compare hooks across platforms.”

FAQ

Why a hub instead of separate tools?

Fragmented single-platform utilities create copy/paste friction and inconsistent field structures. Centralizing ingestion gives you one normalized layer for every downstream strategic question.

Does Scriptlyfy store duplicates?

We use deterministic keys so the same URL cannot inflate volume. That means stable referential data and cleaner longitudinal analysis.

How do you handle failed fetches or partial timeouts?

Retries with backoff + per-platform safety limits. Failed items are isolated so successful transcripts continue processing without a full batch restart.

Will you add more platforms?

Roadmap includes LinkedIn native video + X (Twitter) clips after core stability milestones and higher-fidelity hook labeling improvements.

Can I export enriched data?

Yes – bulk CSV / JSON exports for transcripts, hooks, and structural annotations to feed LLM fine-tuning or internal dashboards.

Unify your short‑form research & repurposing loop

Get started for free — accelerate ideation, pattern discovery, and script generation while we expand structural intelligence depth.

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Deterministic storage prevents duplicate billing. Roadmap: deeper structural tagging, multi-lingual normalization, creator performance overlays.