Timecopilot vs ScreenplayIQ

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

Analysis reviewed Live tool data as of 2026-09-01
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At a glance

DimensionTimecopilotScreenplayIQ
PricingFree (open-source)Free tier (1 analysis/mo), Pro $19/mo, Studio $49/mo
Core FocusTime series forecasting via natural language & multiple modelsScreenplay analysis & box office prediction
Target UserData scientists, developers, analystsScreenwriters, producers, studio executives
Key FeatureNatural-language queries, 30+ foundation models, ensemblingBox office prediction, beat sheet, pitch deck integration
Latest News ImpactNow integrates with sktime for 200+ extra models (2026-02-07)No recent news
Best ForCSV data forecasting, automated model selectionFeature film scripts, marketability assessment

ScreenplayIQ and TimeCopilot serve completely different domains. ScreenplayIQ is a specialized tool for screenwriters and producers needing script marketability analysis and box office predictions. TimeCopilot is an open-source forecasting agent for data scientists and developers who want quick time series forecasts via natural language or API. Your choice depends entirely on whether you analyze screenplays or data. For forecasting, TimeCopilot's free open-source model with 230+ models (via new sktime integration) is hard to beat. For screenwriting, ScreenplayIQ offers unique financial insights not found in generic script coverage tools.

Timecopilot
Timecopilot

Open-source agentic forecasting: LLMs guide 30+ time series foundation models from one line.

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ScreenplayIQ
ScreenplayIQ

AI screenplay analysis with box office prediction and tailored feedback.

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Pricing
Free
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
9 views
7.5k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
APICLI
WebAPI
Categories
📊 Data & Analytics🧮 Business Intelligence
📖 Fiction & Screenwriting
Features
Natural-language forecasting via plain English queries
Unified API for 30+ time series foundation models (Chronos, Moirai, TimesFM, TimeGPT)
Automated model selection using LLM reasoning
Cross-validation across multiple models
Anomaly detection in time series data
Foundation model ensembling with GIFT-Eval #1 ranking
Fine-tuning of foundation models
One-line forecasting: uvx timecopilot forecast <url>
LLM-powered explanation of forecast results and model choices
Integration with AWS Bedrock and Google endpoints for LLM providers
Support for 200+ sktime forecasters (ARIMA, BATS, VAR, Prophet, neural networks)
tsfeatures analysis with natural-language interpretation
Comparison of time series foundation models
Python SDK (pip install timecopilot)
Command-line interface (CLI)
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
Amazon Chronos
Salesforce Moirai
Google TimesFM
Nixtla TimeGPT
AWS Bedrock
Google Endpoints
sktime
Prophet
PitchTrailer

Who should pick which

  • Screenwriter seeking script marketability feedback
    Pick: ScreenplayIQ

    ScreenplayIQ provides box office predictions, beat sheet analysis, and comparative market data tailored for feature film scripts.

  • Data scientist forecasting sales from CSV
    Pick: Timecopilot

    TimeCopilot's natural-language interface and 200+ models (via sktime integration) simplify forecasting without coding.

  • Production executive evaluating slate decisions
    Pick: ScreenplayIQ

    ScreenplayIQ's financial predictions and collaborative workspace help assess multiple scripts' potential returns.

  • Developer building a forecasting pipeline
    Pick: Timecopilot

    TimeCopilot's unified API and cross-validation capabilities enable quick integration into automated workflows.

  • Hobbyist screenwriter on a budget
    Pick: ScreenplayIQ

    Even the free tier of ScreenplayIQ offers one analysis per month, which is adequate for occasional use.

Frequently Asked Questions

Timecopilot vs ScreenplayIQ: which should you choose?

ScreenplayIQ and TimeCopilot serve completely different domains. ScreenplayIQ is a specialized tool for screenwriters and producers needing script marketability analysis and box office predictions. TimeCopilot is an open-source forecasting agent for data scientists and developers who want quick time series forecasts via natural language or API. Your choice depends entirely on whether you analyze screenplays or data. For forecasting, TimeCopilot's free open-source model with 230+ models (via new sktime integration) is hard to beat. For screenwriting, ScreenplayIQ offers unique financial insights not found in generic script coverage tools.

Can ScreenplayIQ analyze TV scripts or short films?

No, ScreenplayIQ only supports English feature films.

Does TimeCopilot require coding skills?

Basic command-line skills are needed, but natural-language queries reduce the need for scripting.

What is the script length limit for ScreenplayIQ?

ScreenplayIQ has a 150-page limit due to AI context window constraints.

How does TimeCopilot handle model selection?

It uses LLM reasoning to select the best model based on your data and query, with cross-validation.

Does ScreenplayIQ offer a free trial?

Yes, the Free tier gives one analysis per month.

Is TimeCopilot fully open-source?

Yes, the code is open-source and available for free, though some features may require API keys for external LLMs.

Can I export ScreenplayIQ reports?

Yes, reports can be exported as PDF.

Does TimeCopilot support real-time forecasting?

No, it is designed for batch forecasts, not high-frequency streaming.

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Last reviewed: July 3, 2026