Sieves 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

DimensionSievesScreenplayIQ
PricingFree (open-source library)Free tier (1 analysis/mo) / Pro $19/mo / Studio $49/mo
Target UserDevelopers, data scientists, AI researchersScreenwriters, producers, studio execs
Primary FunctionZero-shot document AI pipelineScreenplay analysis + box office prediction
Key FeatureZero-shot classification, NER, PII masking, structured outputBox office prediction, beat sheets, pitch deck integration
IntegrationsDSPy, GLiNER, Hugging Face, LangChain, Outlines, Docling, Marker, Chonkie, MantisPitchTrailer
Latest News2026-06-16: Show HN: Ctx, save tokens by loading only relevant toolsNo recent news

If you're a screenwriter or producer needing financial script forecasts, ScreenplayIQ is the clear choice with its box office prediction and pitch deck tools. For developers building NLP pipelines without training data, Sieves offers unmatched zero-shot flexibility and is free. Choose based on your domain: film industry vs. general document AI.

Sieves
Sieves

Open-source Python library for zero-shot document AI with structured output.

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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
2 views
7.5k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
API
WebAPI
Categories
📑 Document AI & Data Extraction📦 LLM App Frameworks & SDKs
📖 Fiction & Screenwriting
Features
Zero-shot document classification without training data
Named entity recognition and relation extraction
PII masking for sensitive document redaction
Sentiment analysis and summarization
Translation and question answering
Document parsing via Docling and Marker
Text chunking via Chonkie and NaiveChunker
Chainable pipeline architecture using + operator
Structured output generation with schema validation
Observability and usage tracking
Custom task creation and model configuration via Bridges
Integration with DSPy, GLiNER, Hugging Face, LangChain, Outlines
Task optimization and distillation
Python library (open source)
Maintained by Mantis AI consultancy
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
DSPy
GLiNER
Hugging Face
LangChain
Outlines
Docling
Marker
Chonkie
PitchTrailer

Who should pick which

  • Screenwriter seeking market feedback
    Pick: ScreenplayIQ

    ScreenplayIQ provides box office prediction, structural analysis, and pitch deck generation directly tailored to improving script marketability.

  • Producer evaluating script ROI
    Pick: ScreenplayIQ

    The comparative market data against top-grossing films and financial forecasts are unique to ScreenplayIQ and directly support investment decisions.

  • Developer building a document extraction pipeline
    Pick: Sieves

    Sieves offers zero-shot NER, classification, and structured output with easy pipeline chaining and integrations, all for free.

  • Data scientist prototyping NLP for legal documents
    Pick: Sieves

    Sieves supports PII masking, summarization, translation, and parsing via Docling, making it suitable for sensitive document workflows.

  • AI researcher exploring zero-shot models
    Pick: Sieves

    Sieves integrates with GLiNER, Outlines, and more, allowing rapid experimentation with state-of-the-art zero-shot approaches.

Frequently Asked Questions

Sieves vs ScreenplayIQ: which should you choose?

If you're a screenwriter or producer needing financial script forecasts, ScreenplayIQ is the clear choice with its box office prediction and pitch deck tools. For developers building NLP pipelines without training data, Sieves offers unmatched zero-shot flexibility and is free. Choose based on your domain: film industry vs. general document AI.

Can I use ScreenplayIQ for TV scripts or short films?

No, ScreenplayIQ only supports English feature films (feature-length scripts). It is not designed for TV or short film formats.

Does Sieves require a paid API or subscription?

No, Sieves is free and open-source. You only pay for any external model APIs or compute you choose to use.

Can ScreenplayIQ predict box office accurately?

It uses comparative market data and narrative analysis to provide a prediction, but no tool guarantees accuracy; it's a data-driven estimate.

Is coding required to use Sieves?

Yes, Sieves is a Python library. You need programming skills to install and chain tasks in a pipeline.

Can I export reports from ScreenplayIQ?

Yes, you can export analysis reports as PDF.

Does Sieves handle scanned documents?

Yes, via integration with Docling and Marker, which parse scanned PDFs and images.

What is the latest news about Sieves?

On 2026-06-16, a Show HN introduced 'Ctx', a tool that loads only relevant tools to save tokens for LLM interactions, reducing costs.

Can I collaborate with a team on ScreenplayIQ?

Yes, the Studio tier ($49/mo) supports collaborative workspace for up to 5 users with API access.

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Last reviewed: July 3, 2026