

The question that matters: “In what situation will I regret choosing A over B after 3 months?”
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.
Multimodal feature parses documents containing tables and images within internal wiki. Liability clauses and compliance gaps extract with visual context - no separate image-to-text.
200K context loads entire codebases to identify cross-file vulnerabilities. No chunking - audit cycles compress from weeks to days with ~45% fewer false positives.
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.
Chain-of-thought reasoning solves multi-step financial models in spreadsheet via API. Open-source architecture lets compliance teams audit exactly how each answer was reached.
Run on local infrastructure for high-volume APIs. At $0.14/million tokens versus $15 for LLM, startups process millions of queries monthly without vendor lock-in.
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 basic access. Good enough for solo use and evaluation.
Custom pricing for SSO, SLA, dedicated support. Always negotiate - ask for pilot pricing if testing with <50 seats, and push for annual discount commitments. Compare enterprise quotes against OpenAI API's equivalent tier.
14 differences found across 34 standardized features
Evaluative strengths and weaknesses: not feature lists