Data Visualization & AI Analytics Blog | Plotly

Cohere's open-weight Command A+ scored 18 of 43 on our data analytics exam for $19.47. Where it did well, where it fell short, and why cheap tokens added up to an expensive run.

Dash 4.5 adds streaming callbacks that send results to the browser as they run, opt-in shared storage across worker processes, partial pattern matching, and more.

Compare AI-native development with AI-assisted development. Learn how delegation, context, testing, and review shape the workflow for data teams.

Compare six Python dashboard frameworks by reactivity, visualization, AI workflows, and deployment, and see why Dash is built for analytical apps.

Compare 7 Python data visualization libraries and tools by interactivity, AI workflow, deployment path, and developer experience

Compare 6 ML model deployment tools on serving, interactive UI, governance, deployment, and pricing, and see when Dash Enterprise is the strongest fit.

Compare 7 Tableau alternatives for point-and-click BI, governed metrics, open-source analytics, and Python apps, including AI, deployment, and trade offs.

Compare 7 Spotfire alternatives for BI, data science, industrial analytics, and Python apps, including key tradeoffs and migration considerations.

See the Dash apps Plotly Professional Services has shipped so far in 2026, from real-time well monitoring to self-serve analytics, plus lessons learned.

OpenAI's GPT-6.1 Terra scores 40/43 on PlotlyDataAnalyticsBench for $1.31, half the cost of GPT-6.1 Sol, with a 15-second median. Independent results on accuracy, cost and speed.