Graphsignal Profiler vs ScreenplayIQ
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Graphsignal Profiler | ScreenplayIQ |
|---|---|---|
| Pricing | Free tier available, paid plans contact-based | Free (1 analysis/month), Pro ($19/mo), Studio ($49/mo) |
| Best For | AI engineers optimizing inference performance in production | Screenwriters and studio executives predicting box office returns |
| Key Feature | Continuous high-resolution CUDA kernel profiling | Box office prediction from narrative structure |
| Integration | NVIDIA, PyTorch, vLLM, SGLang, TensorRT-LLM, Claude Code, dstack, GitHub | PitchTrailer |
| Output | Profiling timelines, token throughput breakdowns, error monitoring | PDF reports, beat sheets, heatmaps |
| Latest News | CUDA Profiler for Production Inference (2026-06-23) | No recent news |
Choose ScreenplayIQ if you're a screenwriter or producer who needs data-driven box office predictions from scripts. Choose Graphsignal Profiler if you're an AI engineer optimizing inference latency and GPU utilization in production. They serve completely different markets—there's no overlap.
Production-scale inference profiler with AI auto-optimization for LLMs and GPU workloads
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Who should pick which
- Solo screenwriterPick: ScreenplayIQ
The Pro plan ($19/mo) provides unlimited script analyses with market comparisons, helping improve marketability.
- Studio executivePick: ScreenplayIQ
The Studio plan ($49/mo) supports collaborative evaluation of multiple scripts with predictive ROI.
- ML inference engineerPick: Graphsignal Profiler
Graphsignal provides GPU/accelerator profiling to optimize token throughput and latency in production.
- AI research teamPick: Graphsignal Profiler
Continuous profiling and autodebug telemetry loops accelerate inference optimization experiments.
- Script coverage analystPick: ScreenplayIQ
Quantitative beat-sheet and genre analysis saves time and adds data-backed insights.
Frequently Asked Questions
Graphsignal Profiler vs ScreenplayIQ: which should you choose?
Choose ScreenplayIQ if you're a screenwriter or producer who needs data-driven box office predictions from scripts. Choose Graphsignal Profiler if you're an AI engineer optimizing inference latency and GPU utilization in production. They serve completely different markets—there's no overlap.
Can ScreenplayIQ analyze TV pilots or short films?
No. It's designed for feature films only; TV pilots and short films are not supported.
Does Graphsignal Profiler require altering my inference code?
It runs as a sidecar using the `graphsignal-run` CLI or `graphsignal.watch()` Python wrapper, so minimal code changes are needed.
What is the context window limit for scripts in ScreenplayIQ?
Scripts over 150 pages may exceed the AI's context window, limiting analysis.
Does Graphsignal support training profiling?
No, it focuses exclusively on inference profiling, not training.
Can I export ScreenplayIQ reports to PDF?
Yes, PDF export is available.
What integrations does Graphsignal support?
It integrates with NVIDIA, PyTorch, vLLM, SGLang, TensorRT-LLM, Claude Code, dstack, and GitHub.
Is there a free tier for Graphsignal?
Yes, a free tier is available, but it may be limited for production-scale use.
What's the latest feature added to Graphsignal?
On 2026-06-23, a CUDA Profiler for Production Inference was added, providing low-overhead kernel attribution and host sync wait detection.
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Last reviewed: July 3, 2026