Model Overview & Capabilities
Nemotron 3 Ultra is a frontier artificial intelligence model engineered by NVIDIA, officially verified in February 2026 and evaluated on the Artificial Analysis Intelligence Index v4.3 with an overall score of 23.0. Architected as a proprietary API service, the system operates across a context window of 262k tokens, allowing enterprise developer agents and autonomous code evaluation tools to ingest comprehensive repository structures, cross-language modules, and multi-layered documentation hierarchies without degradation of semantic coherence.
Under standardized software engineering benchmarks—including SWE-bench Verified, Terminal-Bench 2.0, Aider Polyglot, and LiveCodeBench—Nemotron 3 Ultra exhibits rigorous multi-step problem solving, deterministic SEARCH/REPLACE diff compliance, and robust tool-use navigation in sandboxed execution environments. Its reasoning capabilities are calibrated to minimize hallucination rates while handling complex syntax transformations, boundary conditions, and continuous integration workflows.
Economically and operationally, Nemotron 3 Ultra generates output tokens at a median throughput of 164 tokens per second, with an observed initial latency of 2400 milliseconds. Artificial Analysis rates its estimated cost per task at $0.58 USD, backed by an API token pricing structure of $0.5 per million input tokens and $1.5 per million output tokens (resulting in an effective blended rate of $0.75 per million tokens).