Panels vs ScreenplayIQ

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

Analysis reviewed Live tool data as of 2026-08-23
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At a glance

DimensionPanelsScreenplayIQ
PricingContact for pricing (custom/consultative)Free tier (1 analysis/mo), Pro $19/mo, Studio $49/mo
Primary Use CaseCustom audio datasets for voice AI trainingAI screenplay analysis with box office prediction
IntegrationsNone listedPitchTrailer
Best ForVoice AI researchers, startups, enterprise teamsScreenwriters, producers, studio execs
LimitationsNot self-service, requires budget for custom datasetsFeature films only (English), max 150 pages, no line editing
LATEST NEWSNews unrelated to audio datasets (solar panels, SETI panel)No recent news

ScreenplayIQ and Panels serve entirely different domains—one for script marketability analysis, the other for custom voice AI datasets. Choose ScreenplayIQ if you're a screenwriter or producer needing data-driven feedback on feature film scripts. Choose Panels if you're building voice AI models and require high-quality, tailored audio training data. There is no overlap in use cases.

Panels
Panels

Custom audio datasets for voice AI training and evaluation

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ScreenplayIQ
ScreenplayIQ

AI screenplay analysis with box office prediction and tailored feedback.

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Pricing
Contact Sales
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
2 views
7.5k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
WebAPI
Categories
🏷️ Data Labeling & Training Data🎙️ Voice & Speech
📖 Fiction & Screenwriting
Features
Speaker-separated audio datasets
Multilingual turn-taking evaluation datasets
Single-speaker scripted audio across diverse environments
Custom dataset design tailored to client needs
End-to-end in-house audio collection and production
Rigorous QA, transcription, and review process
Checkpoint and sample sharing for early validation
Coverage and performance iteration over time
Large-scale proprietary multilingual dataset
Exclusive dataset rights available
Iterative expansion into edge cases (accents, noise, domains)
AI-powered structural analysis
Box office performance prediction
PitchTrailer integration for pitch decks
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
PitchTrailer

What real users say: Panels 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.

Panels

60 mentions across 3 sources · 0% positive — critical

Hacker News, App Store, Lemmy

What users praise

  • Offers high-quality speaker-separated audio datasets.
  • Provides custom dataset design tailored to client needs.
  • End-to-end in-house audio collection and production.
  • Supports multilingual turn-taking evaluation datasets.

What frustrates them

  • No community feedback or independent reviews available.
  • Unclear pricing model—contact required for any estimate.
  • Name clashes with popular comic reader app.
  • Unknown reliability at scale without user testimonials.

Researched Jul 3, 2026

ScreenplayIQ

7 mentions across 1 sources · 25% positive — critical

YouTube

What users praise

  • Pay-per-analysis avoids subscription lock-in.
  • Offers box office prediction, a unique feature.
  • Tailored feedback based on script length and TV options.
  • Includes character journey charts and beat sheets.

What frustrates them

  • Reported to nearly ruin a user's script feedback.
  • Expensive per analysis, up to $198.
  • No line-by-line editing, despite expectations.
  • Limited to English scripts only.

Researched Aug 18, 2026

Who should pick which

  • Screenwriter looking for market feedback
    Pick: ScreenplayIQ

    ScreenplayIQ provides box office predictions and structural analysis to improve script marketability.

  • Producer evaluating script ROI
    Pick: ScreenplayIQ

    Its financial forecasting and comparative market data help assess potential returns.

  • Voice AI startup needing custom training data
    Pick: Panels

    Panels offers tailor-made, high-quality audio datasets with rigorous QA and iteration.

  • Studio executive making slate decisions
    Pick: ScreenplayIQ

    ScreenplayIQ's collaborative workspace and API allow team-based script evaluation.

  • Enterprise team evaluating turn-taking models
    Pick: Panels

    Panels provides multilingual turn-taking evaluation datasets for specific model testing.

Frequently Asked Questions

Panels vs ScreenplayIQ: which should you choose?

ScreenplayIQ and Panels serve entirely different domains—one for script marketability analysis, the other for custom voice AI datasets. Choose ScreenplayIQ if you're a screenwriter or producer needing data-driven feedback on feature film scripts. Choose Panels if you're building voice AI models and require high-quality, tailored audio training data. There is no overlap in use cases.

Can ScreenplayIQ help with grammar or line editing?

No, it focuses on narrative structure and marketability, not line-level editing.

Does Panels offer off-the-shelf datasets?

Not typically; it specializes in custom datasets tailored to client needs.

What script formats does ScreenplayIQ support?

It supports feature film scripts in English up to 150 pages.

Is Panels pricing per dataset or subscription?

Pricing is contact-based and custom, likely depending on dataset size and complexity.

Can I use Panels for real-time voice data?

No, it provides pre-recorded, curated datasets, not real-time collection.

Does ScreenplayIQ integrate with other tools?

Yes, it integrates with PitchTrailer for pitch deck generation.

What languages does Panels support?

It offers multilingual datasets, including turn-taking evaluation in multiple languages.

Can I try ScreenplayIQ for free?

Yes, there is a Free tier with 1 analysis per month.

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Last reviewed: July 3, 2026