Prodigy Recipes vs ScreenplayIQ

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

Analysis reviewed Live tool data as of 2026-08-23
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At a glance

DimensionProdigy RecipesScreenplayIQ
PricingLifetime license (renewable 12-month update packs)Free tier (1 analysis/month), Pro $19/mo, Studio $49/mo
Best ForNLP engineers, data scientists, teams needing custom annotation toolScreenwriters, producers, studio executives needing script marketability analysis
Key FeatureSelf-hosted annotation for ML with active learningBox office performance prediction from narrative structure
IntegrationsspaCy, DSPy, Modal, Hugging Face, MySQLPitchTrailer
Data PrivacySelf-hosted, no data leaves your machinesNot specified
CollaborationTask routing but no built-in real-time multi-user collabUp to 5 users (Studio plan)

ScreenplayIQ and Prodigy Recipes serve completely different purposes. ScreenplayIQ is for screenwriters and producers who want to predict box office returns and get structural feedback on feature scripts. Prodigy Recipes is for NLP engineers and data scientists who need a self-hosted annotation tool to build custom ML datasets. Choose based on your domain: creative writing vs. machine learning data preparation.

Prodigy Recipes
Prodigy Recipes

Self-hosted annotation tool for custom AI, ML, and NLP pipelines.

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ScreenplayIQ
ScreenplayIQ

AI screenplay analysis with box office prediction and tailored feedback.

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Pricing
Paid
Paid
Plans
~$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
2 views
7.5k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
DesktopCLIAPIPlugin
WebAPI
Categories
🏷️ Data Labeling & Training Data
📖 Fiction & Screenwriting
Features
Pre-built workflows for NER, text classification, span categorization
Computer vision annotation
Audio and video annotation
Prompt engineering recipes
Custom recipe scripts in Python
Active learning to prioritize informative examples
LLM-assisted labeling (e.g., ner.llm.correct)
Local, self-hosted operation
Lifetime license with renewable 12-month update packs
Plugin system (Open Source Plugins, SSO, Modal, DSPy)
Task routing to distribute work
Review interface for inspecting and correcting annotations
Database plugins (SQLite, MySQL, etc.)
llm plugin for LLM API integrations
Custom themes and logo in sidebar
AI-powered structural analysis
Box office performance prediction
PitchTrailer integration for pitch decks
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
spaCy
Hugging Face
DSPy
Modal
MySQL
llm
SQLite
PitchTrailer

What real users say: Prodigy Recipes vs ScreenplayIQ

Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.

Prodigy Recipes

29 mentions across 2 sources · 35% positive — critical

YouTube, GitHub

What users praise

  • Self-hosted, no data leaves your machine.
  • Extensive customization via Python recipes.
  • Active learning prioritizes informative examples.
  • Lifetime license with predictable pricing.

What frustrates them

  • Almost no community feedback available for evaluation.
  • Not open-source, limiting transparency and community contributions.
  • Requires Python scripting for full customization.
  • Update packs need renewal after 12 months.

Researched Jul 6, 2026

ScreenplayIQ

7 mentions across 1 sources · 25% positive — critical

YouTube

What users praise

  • Pay-per-analysis avoids subscription lock-in.
  • Offers box office prediction, a unique feature.
  • Tailored feedback based on script length and TV options.
  • Includes character journey charts and beat sheets.

What frustrates them

  • Reported to nearly ruin a user's script feedback.
  • Expensive per analysis, up to $198.
  • No line-by-line editing, despite expectations.
  • Limited to English scripts only.

Researched Aug 18, 2026

Who should pick which

  • Screenwriter seeking market feedback
    Pick: ScreenplayIQ

    ScreenplayIQ provides data-driven analysis of narrative structure and box office potential, helping writers refine scripts for commercial success.

  • NLP engineer building custom NER model
    Pick: Prodigy Recipes

    Prodigy Recipes offers pre-built NER workflows, active learning, and local deployment to create high-quality training data without external data leakage.

  • Studio executive evaluating script slate
    Pick: ScreenplayIQ

    The tool's predictive analytics and comparative market data aid in selecting scripts with highest commercial potential.

  • Data scientist creating domain-specific dataset
    Pick: Prodigy Recipes

    Custom recipe scripts and integrations with spaCy/Hugging Face allow flexible annotation for specialized ML tasks.

Frequently Asked Questions

Prodigy Recipes vs ScreenplayIQ: which should you choose?

ScreenplayIQ and Prodigy Recipes serve completely different purposes. ScreenplayIQ is for screenwriters and producers who want to predict box office returns and get structural feedback on feature scripts. Prodigy Recipes is for NLP engineers and data scientists who need a self-hosted annotation tool to build custom ML datasets. Choose based on your domain: creative writing vs. machine learning data preparation.

Can ScreenplayIQ analyze TV scripts or short films?

No, it is specifically designed for feature films only and does not support TV writing or short films.

Is Prodigy Recipes free to use?

No, it is a paid tool with a lifetime license (purchase once, free updates for a set period; then optional renewable update packs). There is no free tier.

Does ScreenplayIQ provide line-by-line grammar editing?

No, it focuses on narrative structure and marketability, not grammar checking.

Can Prodigy Recipes run offline?

Yes, it is self-hosted and runs on your local machines, meaning no data leaves your environment and no internet connection is required for annotation.

What integrations does ScreenplayIQ support?

It integrates with PitchTrailer for generating pitch decks.

What integrations does Prodigy Recipes support?

It integrates with spaCy, DSPy, Modal, Hugging Face, and MySQL.

Does ScreenplayIQ offer a collaborative workspace?

Yes, the Studio plan ($49/mo) supports up to 5 users collaborating on the same workspace.

Does Prodigy Recipes support real-time collaboration?

No, it does not have built-in real-time multi-user collaboration, though task routing is available.

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Last reviewed: July 6, 2026