Contextgem vs ScreenplayIQ
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Contextgem | ScreenplayIQ |
|---|---|---|
| Target User | Developers, data scientists, researchers | Screenwriters, producers, studio executives |
| Core Function | Structured data extraction from documents via LLMs | AI screenplay analysis with box office prediction |
| Integrations | None listed | PitchTrailer |
| Collaboration | Not mentioned | Up to 5 users on Studio plan |
| API Access | Framework itself, no separate API | Yes on Studio plan |
If you're a screenwriter or producer needing data-driven script feedback and box office forecasts, ScreenplayIQ is purpose-built for you with its genre analysis, pacing heatmaps, and PitchTrailer integration. For developers and data scientists automating extraction from contracts or reports, Contextgem's free, open-source Python framework offers declarative aspect and concept extraction across multiple LLMs. Choose based on your domain: film industry analytics vs. document processing pipelines.
Free, open-source Python framework for extracting structured data from documents using LLMs and decision models with minimal code
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AI screenplay analysis that returns a logline, comps, character arcs, and proofed fixes on your draft
Visit WebsiteWhat real users say: Contextgem 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.
Contextgem
30 mentions across 5 sources · 70% positive (averaged across 5 sources)
Hacker News, YouTube, Product Hunt, Bluesky, GitHub
What users praise
- • Minimal code required — cuts development time by 3-5x.
- • Supports both cloud LLMs (OpenAI, Anthropic) and local models.
- • Declarative API for aspects and concepts is very intuitive.
- • Free and open-source with permissive license.
What frustrates them
- • Local LLMs frequently return invalid JSON causing extraction failures.
- • Concurrency feature blocks completely after any error.
- • Timeouts with smaller local models like deepseek-r1:8b.
- • Windows installation may fail due to encoding issues.
Researched Jul 14, 2026
ScreenplayIQ
No verifiable community signal. We scanned public discussion on Oct 14, 2026 and found posts matching the name “ScreenplayIQ”, but could not establish that they are about this product rather than something else sharing its name. Rather than publish a score built on the wrong subject, we publish none.
Who should pick which
- Feature film screenwriterPick: ScreenplayIQ
ScreenplayIQ provides structural analysis, beat sheets, pacing heatmaps, and box office predictions tailored to feature films, directly addressing a screenwriter's need for marketable script feedback.
- Studio executive evaluating scriptsPick: ScreenplayIQ
With comparative market data, genre classification, and collaborative workspace (Studio plan), ScreenplayIQ supports slate decisions and team evaluation.
- Developer automating contract data extractionPick: Contextgem
Contextgem's declarative Python framework enables typed concept extraction from documents using any LLM, ideal for scalable, customizable pipelines.
- Data scientist extracting structured data from research papersPick: Contextgem
Contextgem supports configurable aspects and concepts for precise extraction, with optimization for long documents and local models for sensitive data.
Frequently Asked Questions
Contextgem vs ScreenplayIQ: which should you choose?
If you're a screenwriter or producer needing data-driven script feedback and box office forecasts, ScreenplayIQ is purpose-built for you with its genre analysis, pacing heatmaps, and PitchTrailer integration. For developers and data scientists automating extraction from contracts or reports, Contextgem's free, open-source Python framework offers declarative aspect and concept extraction across multiple LLMs. Choose based on your domain: film industry analytics vs. document processing pipelines.
Does ScreenplayIQ support TV scripts or short films?
No, it is designed for feature films only.
Can I use Contextgem without coding?
No, it requires Python programming. It is not a no-code tool.
What integrations does ScreenplayIQ offer?
It integrates with PitchTrailer for generating pitch decks.
Does Contextgem provide built-in UI or dashboard?
No, it is a framework without a user interface.
Can ScreenplayIQ handle scripts over 150 pages?
No, there is a context window limitation for scripts over 150 pages.
Does Contextgem support real-time document processing?
No, it is designed for batch processing, not real-time streams.
What file formats does ScreenplayIQ accept?
The data does not specify; likely standard screenplay formats.
Can I use local LLMs with Contextgem?
Yes, it supports local models for offline or privacy-preserving extraction.
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Last reviewed: July 8, 2026