Timecopilot vs ScreenplayIQ

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

Analysis reviewed Live tool data as of 2026-10-18
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At a glance

DimensionTimecopilotScreenplayIQ
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
Timecopilot
Timecopilot

Open-source forecasting agent that uses an LLM to pick, run, and explain time series foundation models in one command.

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ScreenplayIQ
ScreenplayIQ

AI screenplay analysis that returns a logline, comps, character arcs, and proofed fixes on your draft

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Pricing
Free
Paid
Plans
$0
~$24 TV / ~$38 Feature
~$48 TV / ~$78 Feature
~$60 TV / ~$98 Feature
~$24 TV / ~$38 Feature
Custom
Popularity
12 views
7.5k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
CLIAPI
WebAPI
Categories
📊 Data & Analytics🧮 Business Intelligence
📖 Fiction & Screenwriting
Features
Unified API over 30+ time series foundation models (Chronos, Moirai, TimesFM, TimeGPT, TiRex, TabPFN, Toto)
LLM-driven automated model selection from tsfeatures and series characteristics
Natural-language forecasting: ask a plain-English question and get a forecast plus analysis
Cross-validation across candidate models before a winner is chosen
Comparison against a seasonal naive baseline before accepting a forecast
LLM-written explanations of model choice and forecast interpretation
One-line CLI forecasting: uvx timecopilot forecast <url>
Python SDK installable with pip install timecopilot
Configurable LLM per run, including non-OpenAI endpoints
Routing LLM calls through AWS Bedrock or Google endpoints
Async client with streaming query responses
Anomaly detection workflow via the TimeCopilot forecaster
Forecasting, anomaly detection, visualization, and combined analysis modes
Foundation model ensembling and GIFT-Eval custom ensembles
Fine-tuning of time series foundation models
Generate a logline from a full screenplay draft
Surface comparable films and TV shows for market framing
Break a script into structured story points
Produce a full synopsis without reading the whole draft
Write character synopses for the full cast
Create visual representations of characters
Chart each character's emotional journey across the script
Deliver a full assessment analysis of the draft
Break down the story's themes
Proofread report with inline highlights on every issue
Recommend a fix for each flagged issue
Build a custom analysis package outside the presets
Price analysis by page length, quoted separately for TV and features
Store uploaded scripts in encrypted, siloed storage
WGA-compliant handling of submitted scripts
Integrations
sktime
Prophet
AWS Bedrock
Google Endpoints

What real users say: Timecopilot 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.

Timecopilot

2 mentions across 1 sources · 70% positive (averaged across 1 source)

Hacker News

What users praise

  • • Natural-language queries make forecasting accessible to non-experts.
  • • Unified API over 30+ foundation models simplifies experimentation.
  • • LLM-driven explanations help communicate results to stakeholders.
  • • Single command line forecast from a URL speeds up prototyping.

What frustrates them

  • • Requires multiple API keys, adding setup overhead.
  • • Real-world reliability and production readiness unproven.
  • • Installation can be tricky; docs need improvement.
  • • LLM model selection may be unreliable on some datasets.

Researched Jul 3, 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

  • 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

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