Dakota

Input—per 1M tokens

Output—per 1M tokens

Context—tokens

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About

Dakota is ranked #4 of 20 in generative design software on Inferse. It runs on Linux, macOS, Windows. There is a free plan.

Compared on generative design software

Free plan: Yesdakota.sandia.gov
Simulation integration: Yesdakota.sandia.gov
Optimization methods: multi-objectivedakota.sandia.gov

Facts

Purpose: Dakota provides software for optimization and uncertainty quantification using computational models.dakota.sandia.gov · 3 Oct 2026
Analysis methods: Its methods include optimization, uncertainty quantification, parameter estimation, and sensitivity or variance analysis.dakota.sandia.gov · 3 Oct 2026
Advanced strategies: Dakota capabilities can be combined in strategies such as hybrid optimization, surrogate-based optimization, and optimization under uncertainty.dakota.sandia.gov · 3 Oct 2026
Software interface: The C++ toolkit provides an extensible interface between simulation codes and iterative systems analysis methods.dakota.sandia.gov · 3 Oct 2026
Intended users: The project describes its use for engineering analysts exploring designs and assessing confidence in computational predictions.dakota.sandia.gov · 3 Oct 2026
Operating systems: Prebuilt binaries are available for macOS, Windows, and Red Hat Enterprise Linux 7 and 8; other platforms require building from source.dakota.sandia.gov · 3 Oct 2026
Python support: The installation instructions provide an optional PYTHONPATH setup for using the dakota.interfacing Python module.dakota.sandia.gov · 3 Oct 2026
License: Dakota versions 5.0 and newer are available under the GNU Lesser General Public License.dakota.sandia.gov · 3 Oct 2026
Commercial extensions: Some optional numerical libraries, including DOT, NLPQLP, and NPSOL/NLSSOL, require separate commercial licenses.dakota.sandia.gov · 3 Oct 2026
Parallel computing: Dakota lists MPI as a utility for parallel distributed-memory communication.dakota.sandia.gov · 3 Oct 2026
Documentation: Documentation for releases 6.17 and later is provided through Dakota’s documentation site, while older manuals are available for download.dakota.sandia.gov · 3 Oct 2026
Support: The project directs users to GitHub Discussions for user support.dakota.sandia.gov · 3 Oct 2026
Training resources: The project offers screencasts covering introductory use, input files, sensitivity analysis, and sampling.dakota.sandia.gov · 3 Oct 2026
Project history: The Dakota project was initiated in 1994.dakota.sandia.gov · 3 Oct 2026