o3 vs Command R+: Detailed Comparison
Choosing between o3 (OpenAI) and
Command R+ (Cohere) comes down to three things:
per-token pricing, context window, and which capability matters most for your workload.
o3 costs $2.00/M input vs
$2.50/M for Command R+;
context windows are 200K vs
128K tokens. Detailed breakdown below.
Side-by-side specs
| Spec | o3 | Command R+ |
|---|
| Provider | OpenAI | Cohere |
|---|
| Released | 2025-04-16 | 2024-04-04 |
|---|
| Input price |
$2.00/M |
$2.50/M |
| Output price |
$8.00/M |
$10.00/M |
| Cached input |
$0.5000/M |
— |
| Context window |
200K |
128K |
| Max output |
100K |
4K |
| Modalities |
text image |
text |
| Tokenizer |
o200k_base |
cohere |
Capability matrix
| Capability | o3 | Command R+ |
|---|
| function calling |
Yes |
Yes |
| json mode |
Yes |
Yes |
| vision |
Yes |
No |
| reasoning |
Yes |
No |
| streaming |
No |
Yes |
| rag |
No |
Yes |
| citations |
No |
Yes |
Benchmark comparison
Higher is better for all benchmarks shown.
Per-call cost on typical workloads
| Workload (in/out tokens) | o3 | Command R+ | Cheaper by |
|---|
| Standard chat (1K / 500) |
$0.006000 |
$0.007500 |
o3 by $0.001500 |
| RAG (4K / 500) |
$0.012000 |
$0.015000 |
o3 by $0.003000 |
| Long doc (20K / 1K) |
$0.048000 |
$0.060000 |
o3 by $0.012000 |
| Very long context (100K / 2K) |
$0.212000 |
$0.265000 |
o3 by $0.053000 |
When to choose o3 over Command R+
- Per-token input cost is 20% lower — meaningful for high-volume workloads.
- Larger context window (200K vs 128K) — relevant when whole documents or long histories must fit in a single call.
- Supports vision — Command R+ does not.
- Supports reasoning — Command R+ does not.
When to choose Command R+ over o3
- Supports streaming — o3 does not.
- Supports rag — o3 does not.
- Supports citations — o3 does not.
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