BettaFish vs ScreenplayIQ
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | BettaFish | ScreenplayIQ |
|---|---|---|
| Pricing | Free (open source, self-hosted, API costs extra) | Free tier (1 analysis/month), Pro $19/mo, Studio $49/mo |
| Primary Use | Multi-agent public opinion analysis | Screenplay analysis & box office prediction |
| Key Feature | ForumEngine debate mechanism with 3 agents | Beat sheet, heatmap, market data comparison |
| Target Users | Opinion analysts, social researchers, marketing teams | Screenwriters, producers, studio executives |
| Deployment | Self-hosted (Docker, Python, requires technical setup) | Cloud SaaS (workspace up to 5 users) |
| Language Support | 22 languages (sentiment analysis) | English only (feature films ≤150 pages) |
ScreenplayIQ is best for film professionals wanting data-driven script marketability forecasts with ready-to-use SaaS. BettaFish suits technical teams needing customizable, multi-source public opinion analysis with agent debate capabilities. Choose ScreenplayIQ if you need immediate screenplay insights; choose BettaFish if you can self-host and require deep social media monitoring.

Open-source multi-agent public opinion analysis with debate coordination to break information cocoons.
Visit WebsiteWhat real users say: BettaFish 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.
BettaFish
1 mentions across 1 sources · 50% positive — mixed
Hacker News
What users praise
- • Innovative ForumEngine uses debate to reduce echo chamber effects.
- • Covers 30+ Chinese and global social media platforms.
- • Multi-agent architecture allows parallel analysis with different LLMs.
- • Generates reports in HTML, PDF, and Markdown automatically.
What frustrates them
- • Extremely difficult to set up without deep technical skills.
- • Very little community feedback or support available.
- • No pre-built hosted version forces users to self-deploy.
- • Documentation may be sparse for non-native Chinese speakers.
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
- Film producer evaluating a script's box office potentialPick: ScreenplayIQ
ScreenplayIQ provides direct box office prediction, comparative market data, and structural feedback tailored for feature films.
- Social media analyst monitoring brand sentiment across platformsPick: BettaFish
BettaFish's multi-source scraping, multi-agent analysis, and sentiment analysis in 22 languages fit this need perfectly.
- Solo screenwriter seeking free script feedbackPick: ScreenplayIQ
ScreenplayIQ's free tier offers one analysis per month, no technical setup needed, and includes beat sheet and pacing analysis.
- Academic researcher studying online public opinion dynamicsPick: BettaFish
BettaFish's debate mechanism, customizable agents, and in-depth cross-platform analysis support rigorous research.
- TV writer or short filmmakerPick: BettaFish
ScreenplayIQ is limited to feature films ≤150 pages. BettaFish does not analyze scripts but can be used for other text analysis if needed.
Frequently Asked Questions
BettaFish vs ScreenplayIQ: which should you choose?
ScreenplayIQ is best for film professionals wanting data-driven script marketability forecasts with ready-to-use SaaS. BettaFish suits technical teams needing customizable, multi-source public opinion analysis with agent debate capabilities. Choose ScreenplayIQ if you need immediate screenplay insights; choose BettaFish if you can self-host and require deep social media monitoring.
Does ScreenplayIQ support TV scripts or short films?
No, it only supports English feature films; scripts over 150 pages may fail, and TV/short formats are not supported.
Can BettaFish analyze scripts?
No, BettaFish is designed for public opinion analysis from social media and news, not for screenplay analysis.
Is BettaFish free to use?
Yes, it's open-source and free, but you must pay for your own LLM API keys and server hosting (e.g., cloud VPS).
What languages does BettaFish support?
It supports 22 languages for sentiment analysis via fine-tuned BERT/GPT2/Qwen models.
Does ScreenplayIQ offer API access?
Yes, on the Studio tier ($49/mo) it includes API access and a collaborative workspace for up to 5 users.
Which tool is easier for non-technical users?
ScreenplayIQ is a SaaS with a web interface, no setup required. BettaFish requires Docker, Python, and API configuration, suitable for developers.
Can I use BettaFish for real-time monitoring?
BettaFish is designed for deep analysis, not real-time streaming. For high-frequency monitoring, consider other tools.
Does ScreenplayIQ integrate with other tools?
It integrates with PitchTrailer for pitch deck generation; no other integrations are mentioned.
More BettaFish or ScreenplayIQ comparisons
ScreenplayIQ and Tableau serve entirely different domains: one is a niche AI tool for screenplay analysis with box office prediction, while the other is a general-purpose data visualization platform.
ScreenplayIQ and Amplitude serve entirely different domains. If you need data-driven feedback on a screenplay's commercial potential, ScreenplayIQ's AI analysis and box office predictions are uniquely
Choose ScreenplayIQ if you're a film industry professional needing predictive financial analytics on scripts. Choose Looker if you're an enterprise on Google Cloud requiring a governed, AI-driven BI p
If you're a business analyst or enterprise user in a Microsoft shop, Power BI's freemium desktop plus affordable Pro licensing is a no-brainer for interactive dashboards. For screenwriters and produce
Datadog and ScreenplayIQ serve entirely different markets. Datadog is a comprehensive observability platform for tech teams managing complex cloud infrastructures, while ScreenplayIQ is a niche AI too
Neon and ScreenplayIQ serve entirely different markets. Neon is a serverless database platform for developers building scalable apps, while ScreenplayIQ is a niche AI tool for film industry profession
Explore each tool further
Browse these categories
One email a week — new tools, honest comparisons, no spam.
Last reviewed: July 3, 2026
