NVIDIA: Nemotron 3 Nano Omni (free) vs ByteDance Seed: Seed-2.0-Lite
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| NVIDIA: Nemotron 3 Nano Omni (free) | ByteDance Seed: Seed-2.0-Lite | |
|---|---|---|
| Vendor | nvidia | bytedance-seed |
| Quality Score | 100 | 100 |
| Input Price | Free | $0.25/M |
| Output Price | Free | $2.00/M |
| Context Window | 256,000 | 262,144 |
| Max Output | 65,536 | 131,072 |
| Tool Calling | ✓ | ✓ |
| Structured Output | - | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Nemotron 3 Nano Omni (free) costs $0 and Seed-2.0-Lite costs $0.75, so Nemotron 3 Nano Omni (free) is free for the same work.
Both take in a similar amount of text: 256,000 and 262,144 tokens, about 384 and 393 pages.
Only Nemotron 3 Nano Omni (free) offers audio input; only Seed-2.0-Lite offers structured output.
Across the 20 tasks where they differ, Nemotron 3 Nano Omni (free) scores higher on 5 (Code Completion, Code Documentation, Regex Writing and others), Seed-2.0-Lite on 15 (SQL Generation, Code Review, Code Refactoring and others).
Nemotron 3 Nano Omni (free) was released in April 2026 and Seed-2.0-Lite in March 2026.
Pick Nemotron 3 Nano Omni (free) if you need lower cost or audio input; pick Seed-2.0-Lite if you need structured output or the stronger all-round task scores.
Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.
Who wins by task?
| Task | NVIDIA: Nemotron 3 Nano Omni (free) | ByteDance Seed: Seed-2.0-Lite |
|---|---|---|
| SQL Generation | 123 | 131 |
| Code Review | 122 | 126 |
| Code Completion | 129 | 128 |
| Code Refactoring | 123 | 127 |
| Bug Fixing | 130 | 130 |
| Unit Test Generation | 113 | 121 |
| Code Documentation | 126 | 126 |
| Regex Writing | 120 | 119 |
| CI/CD Pipelines | 113 | 117 |
| Frontend Component Design | 118 | 122 |
| Data Analysis | 120 | 124 |
| CSV / Spreadsheet Cleanup | 116 | 128 |
| ETL Scripting | 118 | 122 |
| JSON Extraction | 120 | 131 |
| Bulk Data Labeling | 126 | 129 |
| OCR / Document Parsing | 120 | 128 |
| Table Extraction from PDFs | 120 | 128 |
| Long-Document Summarization | 129 | 129 |
| Short-Form Summarization | 124 | 123 |
| Blog Post Writing | 119 | 119 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →