Label Sleuth vs ScreenplayIQ

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

Analysis reviewed Live tool data as of 2026-09-02
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At a glance

DimensionLabel SleuthScreenplayIQ
PricingFree (open source, self-hosted)Free tier (1 analysis/mo), Pro $19/mo, Studio $49/mo
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)

If you need a data-driven, financial forecast for your feature film script, ScreenplayIQ is your tool – but it's paid and limited to feature-length English screenplays. If you're a domain expert (e.g., legal, healthcare) who needs to build a custom text classifier without coding, Label Sleuth is free and open source, running locally for privacy. They serve entirely different needs and don't compete directly.

Label Sleuth
Label Sleuth

Free, open-source no-code text annotation and classifier builder for domain experts.

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ScreenplayIQ
ScreenplayIQ

AI screenplay analysis with box office prediction and tailored feedback.

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Pricing
Free
Paid
Plans
$0
~$24 for TV / ~$38 for Feature
~$48 for TV / ~$78 for Feature
~$60 for TV / ~$98 for Feature
~$24 for TV / ~$38 for Feature
~$24 for TV / ~$38 for Feature
~$118 for TV / ~$198 for Feature
Popularity
4 views
7.5k views
Skill Level
Beginner-friendly
Intermediate
API Available
Platforms
Web
WebAPI
Categories
🏷️ Data Labeling & Training Data
📖 Fiction & Screenwriting
Features
Intuitive text annotation UI
Automatic background model training
Active-learning-driven labeling assistance
Real-time model predictions during labeling
Extensible architecture for custom components
Open source (Apache 2.0) on GitHub
Local deployment for data privacy
REST API for integration
Installation via pip and Anaconda
Guided tutorial for quick start
Supports text classification tasks
System architecture documentation
Community support via Slack
Cross-platform browser access
AI-powered structural analysis
Box office performance prediction
PitchTrailer integration
Beat sheet generation
Visual heatmap of dialogue and pacing
Genre classification
Character arc and emotional journey charts
Comparative market data
PDF report export
Collaborative workspace (up to 5 users)
Custom genre templates
API access
Advanced analytics dashboard
Priority support
Dedicated account manager
Integrations
PitchTrailer

Who should pick which

  • 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

Label Sleuth vs ScreenplayIQ: which should you choose?

If you need a data-driven, financial forecast for your feature film script, ScreenplayIQ is your tool – but it's paid and limited to feature-length English screenplays. If you're a domain expert (e.g., legal, healthcare) who needs to build a custom text classifier without coding, Label Sleuth is free and open source, running locally for privacy. They serve entirely different needs and don't compete directly.

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.

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Last reviewed: July 5, 2026