

The question that matters: “In what situation will I regret choosing A over B after 3 months?”
200K context loads entire codebases to identify cross-file vulnerabilities. No chunking - audit cycles compress from weeks to days with ~45% fewer false positives.
Call the Inference API endpoint for structured predictions at under 500ms latency. At $0.25 per 1,000 calls, startups skip dedicated GPU infrastructure entirely.
Artifacts generates executable notebooks and SQL queries that render directly. Analyses iterate 3x faster with real-time output updates - no Jupyter or IDE context switch.
Upload a trained classifier to Spaces with Transformers library code and get a shareable URL immediately - no DevOps, no containerization, stakeholders test on real data.
Computer use (beta) handles form-filling, screenshot validation, and cross-browser testing. Test setup time drops ~60%; dynamic UI elements that static selectors miss are handled.
Upload labeled datasets, select a base model from 500K+ hub options, and AutoTrain handles hyperparameter tuning and validation. Time-to-model drops from 3 weeks to 3 days.
Create, annotate, and version-control labeled datasets in the hub. Link directly to training pipelines and track dataset lineage across experiments without storage sprawl.
You get Claude 3.5 Sonnet limited, Basic features. What's locked behind the paywall: 5x more usage, projects, priority access. If those matter, Pro at $20/month is the next step. Good enough for solo use and evaluation.
$20/month gets you 5x more usage, Projects, Priority access. The sweet spot for professionals who've maxed out the free plan and need 5x more usage, Projects.
$30/month gets you Everything in Pro, Central billing, Admin console. 50% more than Pro - justified only if you need the extras.
You get Public models and datasets, Community spaces, Basic inference. What's locked behind the paywall: zerogpu access, private spaces, priority support. If those matter, Pro at $9/mo is the next step. Good enough for solo use and evaluation.
$9/mo gets you ZeroGPU access, Private spaces, Priority support. The sweet spot for professionals who've maxed out the free plan and need ZeroGPU access, Private spaces.
$20/mo gets you Private datasets, SSO, Audit logs. 122% more than Pro - justified only if you need the extras.
19 differences found across 34 standardized features
Evaluative strengths and weaknesses — not feature lists