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DBRX – Databricks

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DBRX is a Open MoE LLM from Databricks (United States).

One-line fit: best used for Enterprise customization.

Key specifications

Provider Databricks
Model DBRX
Type Open MoE LLM
Context window Large
Pricing (indicative) Open + platform
Company category Data + Models
Region United States
Official site https://www.databricks.com

Benchmarks and public standing

Strong open MoE at release

Treat scores as directional. SWE-bench, Terminal-Bench, LMSYS Arena, Artificial Analysis, and vendor cards use different harnesses and are not always comparable 1:1. Re-check the latest official model card before decisions.

What this model is good at

Enterprise customization

This aligns with Databricks’s broader strengths:

  • Data+AI unified platform
  • Custom enterprise training
  • RAG on lakehouse

Limitations and watch-outs

Fast-moving open race

  • Rate limits, regional availability, and data retention policies vary by plan.
  • Agent harness quality (Cursor, Claude Code, Codex, custom tools) can change outcomes more than raw model Elo.
  • Open-weight availability (if any) is separate from hosted API quality and safety filters.

Ideal users

  • Product engineers shipping features that match: Enterprise customization
  • Teams standardizing on the Databricks ecosystem
  • Agent builders who need a Open MoE LLM

When to pick something else

  • Cheaper volume: compare lower tiers from the same lab or open Chinese/EU alternatives.
  • Maximum hard SWE thoughtfulness: compare Claude Fable-class and other coding flagships.
  • Giant multimodal corpora / Workspace: compare Gemini-class models.
  • Self-host / open weights: Llama, Qwen, DeepSeek, GLM, Mistral open lines.

Parent company

Databricks – Lakehouse platform; DBRX and Mosaic research; enterprise training on customer data.

Related models from Databricks

    Data is curated for AIForumSphere model directory mid-2026 directional figures.

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