Label Sleuth vs ScreenplayIQ

Side-by-side comparison of features, pricing, and ratings

Analysis generated Live tool data as of 2026-10-26
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Label Sleuth or ScreenplayIQ: which should you choose?

DimensionLabel SleuthScreenplayIQ
Core Use CaseAnnotate text and build custom classifiers without codeAnalyze screenplays for structure and box office potential
Target UserDomain experts, NLP researchers, small teamsScreenwriters, producers, studio executives
Key FeatureActive learning for efficient labelingBox office performance prediction
DeploymentLocal (install via pip/Anaconda)Cloud (collaborative workspace up to 5 users in Studio)
Label Sleuth
Label Sleuth

Open-source, no-code system from IBM Research for labeling text and training custom text classifiers without AI expertise.

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ScreenplayIQ
ScreenplayIQ

ScreenplayIQ turns your screenplay into AI script coverage — logline, synopsis, character arc charts and proofreading, priced per script.

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Pricing
Free
Paid
Plans
Open SourceFree
Story$24
Story + Character$48
Full Evaluation$60
Proofread (optional add-on)$24
Custom AnalysisCustom
Popularity
9 views
7.5k views
Skill Level
Beginner-friendly
Intermediate
API Available
Platforms
Web
WebAPI
Categories
🏷️ Data Labeling & Training Data
📖 Fiction & Screenwriting
Features
Intuitive no-code text annotation UI for domain experts
Automatic machine learning model training in the background while you label
Active-learning-driven guidance on which examples to label next
Real-time model predictions shown during labeling
Documented model training configuration
Documented active learning configuration
System configuration options
Extensible architecture for adding model architectures and active learning techniques
REST API for integration with other systems
Local deployment so text data stays on your own machine
Installation via Anaconda and pip in a dedicated Python environment
Guided tutorial for quick start
Language support documentation
Browser-based access at localhost
Open source project on GitHub with an open contribution process
Logline generated from your full screenplay draft
Similar films and TV shows surfaced for market framing
Structured story points broken out of the script
Full synopsis produced without reading the whole draft
Character synopses across the full cast
Visual representations of each character
Character emotional journey charts tracking arcs across the script
Full assessment analysis of the draft
Theme breakdowns
Proofread report covering all issues
Inline highlights on every flagged issue
Recommended fix attached to each flagged issue
Custom analysis package built outside the presets
Pricing by page length, quoted separately for TV and features
Encrypted, siloed storage with WGA-compliant handling, never used to train LLM models

Who should pick Label Sleuth, and who should pick ScreenplayIQ?

  • Screenwriter with a finished feature script
    Pick: ScreenplayIQ

    You need structural feedback and a box office prediction to gauge marketability.

  • Legal professional needing to classify contract clauses
    Pick: Label Sleuth

    Label Sleuth lets you build a custom classifier without coding, running locally for confidentiality.

  • Studio executive evaluating multiple scripts
    Pick: ScreenplayIQ

    The Studio tier supports collaborative analysis and comparative market data for slate decisions.

  • NLP researcher prototyping a text classifier
    Pick: Label Sleuth

    Its open-source architecture and active learning streamline prototyping without cloud costs.

Frequently Asked Questions

Can ScreenplayIQ check grammar or spelling?

No, it is not for line-by-line editing; it focuses on narrative structure and market prediction.

Does Label Sleuth require coding skills?

No, it is no-code; installation requires basic command line but usage is entirely GUI-based.

Can I use ScreenplayIQ for TV series or short films?

No, it only supports feature films and struggles with scripts over 150 pages.

Is Label Sleuth free forever?

Yes, it is open source (Apache 2.0) and free to use regardless of scale.

Does ScreenplayIQ have an API?

Yes, API access is included in the Studio tier ($49/mo).

Does Label Sleuth support languages other than English?

It supports text classification tasks, likely multilingual, but no specific language limitations are mentioned.

Can I collaborate with others on ScreenplayIQ?

Yes, the Studio plan supports up to 5 users in a collaborative workspace.

Does Label Sleuth work for image or video annotation?

No, it is for text annotation only.

What else are Label Sleuth and ScreenplayIQ compared with?

Where can you read more about Label Sleuth and ScreenplayIQ?

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