Unitxt 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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Unitxt or ScreenplayIQ: which should you choose?

DimensionUnitxtScreenplayIQ
Target UsersAI researchers, data scientists, ML engineersScreenwriters, producers, studio executives
Key FeatureLargest catalog of evaluation assets for AIBox office prediction from script analysis
IntegrationHugging Face, WatsonX, OpenAIPitchTrailer
PlatformPython library, no GUIWeb app, API access on Studio plan
Best ForReproducible AI model evaluationData-driven script marketability analysis
Unitxt
Unitxt

Open-source Python library for reproducible, end-to-end AI evaluation with a catalog of 64 tasks, 3,174 datasets, 342 prompts and 462 metrics.

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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
—
Story$24
Story + Character$48
Full Evaluation$60
Proofread (optional add-on)$24
Custom AnalysisCustom
Popularity
1 views
7.5k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
APICLI
WebAPI
Categories
📡 LLM Observability & Evals
📖 Fiction & Screenwriting
Features
Catalog of 64 LLM-ready evaluation tasks
Catalog of 3,174 datasets
Catalog of 342 prompts
Catalog of 462 metrics
6 custom benchmarks
End-to-end pipeline: data loading, task definition, inference, metric computation
Custom task definitions via the Task block (input_fields, reference_fields, prediction_type)
InputOutputTemplate for instruction and input/output formatting
Postprocessors such as processors.lower_case
LLM-as-a-judge scoring for open-ended responses
Multi-modal evaluation covering text and images
Hugging Face inference engine (HFAutoModelInferenceEngine, model_name, max_new_tokens)
WatsonX inference engine support
OpenAI / chat_api format support (formats.chat_api)
Batch inference and evaluation across multiple models on the same task
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
Integrations
Hugging Face
WatsonX
OpenAI

Who should pick Unitxt, and who should pick ScreenplayIQ?

  • Screenwriter with a feature film script
    Pick: ScreenplayIQ

    ScreenplayIQ provides structural feedback, beat sheets, and box office prediction tailored for feature-length scripts, plus pitch deck integration.

  • Producer evaluating multiple scripts for investment
    Pick: ScreenplayIQ

    The comparative market data and financial predictions help prioritize high-ROI projects, and the Pro/Studio plans allow unlimited analyses.

  • AI researcher building custom evaluation benchmarks
    Pick: Unitxt

    Unitxt's catalog of 3,174 datasets and custom task definitions enable reproducible evaluation pipelines for LLMs and other AI models.

  • ML engineer integrating evaluation into CI/CD
    Pick: Unitxt

    Unitxt's pipeline automation and support for multiple inference engines (Hugging Face, OpenAI) make it ideal for automated testing.

  • Non-technical executive wanting script analysis
    Pick: ScreenplayIQ

    ScreenplayIQ's web-based GUI and clear reports are accessible without programming skills, unlike Unitxt's library-only interface.

Frequently Asked Questions

Can ScreenplayIQ edit or proofread my script?

No, it provides structural and marketability feedback, not line-by-line editing.

Does Unitxt have a graphical user interface?

No, it is a Python library; non-technical users need programming experience.

What script lengths does ScreenplayIQ support?

It supports feature films up to 150 pages only.

Can Unitxt evaluate multimodal models?

Yes, it supports multi-modal and multi-data-type evaluation.

Does ScreenplayIQ offer a free trial?

Yes, a Free tier includes 1 analysis per month.

Is Unitxt open-source?

Yes, it is open-source with community contributions.

What integrations does ScreenplayIQ have?

It integrates with PitchTrailer for pitch deck generation.

What inference engines does Unitxt support?

It integrates with Hugging Face, WatsonX, and OpenAI.

What else are Unitxt and ScreenplayIQ compared with?

Where can you read more about Unitxt and ScreenplayIQ?

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