ModelRefs / Text Embedding 3 Large vs o4 Mini — Benchmarks, Pricing & C…
Text Embedding 3 Large vs o4 Mini — Benchmarks, Pricing & C…
Text Embedding 3 Large vs o4 Mini: side-by-side benchmarks, pricing, context windows, coding ability and deployment. Pick the right model for your stack.
Overview
o4 Mini: o4 Mini is OpenAI's next-generation efficient reasoning model adding vision support to the mini reasoning tier. It is optimized for agentic tasks requiring both image understanding and step-by-step logic at low cost-per-task.
Context window: o4 Mini accepts up to 200,000 tokens, Text Embedding 3 Large up to 8,191. Confirm the limit for your specific deployment channel before relying on it.
o4 Mini vs Text Embedding 3 Large at a glance
| Attribute | o4 Mini | Text Embedding 3 Large |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Released | 2025-09-01 | 2024-01-25 |
| Context window | 200,000 tokens | 8,191 tokens |
| Input price | $1.1/M tokens | $0.13/M tokens |
| Output price | $4.4/M tokens | Free / self-hosted |
| Licence | Proprietary | Proprietary |
| Self-hostable | No, hosted only | No, hosted only |
| Modalities | text, vision | text, Embedding |
Where they differ most
- Cost Efficiency: o4 Mini 63%, Text Embedding 3 Large 99%. Text Embedding 3 Large leads on this dimension.
Capability scores are ModelRefs' own derived signals, not vendor claims or benchmark results. Validate against your own workload before relying on them.
Continue your research
Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Text Embedding 3 Large vs o4 Mini — Benchmarks, Pricing & C….
Frequently asked questions
Which is better, Text Embedding 3 Large or o4 Mini?
Text Embedding 3 Large and o4 Mini target different workloads — see the benchmark and pricing tables for a side-by-side answer.
Is Text Embedding 3 Large cheaper than o4 Mini?
Compare $0.00013 vs $0.00110 on this page.