Agentic
Not comparable- Cohere Transcribe 03-2026
- Not measured
- Grok 4.5
- 83.3
- Weighted basis
- 0 vs 1 rows
- Reading
- Not comparable
Model comparison
Cohere Transcribe 03-2026 vs Grok 4.5
Updated August 4, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.
The public evidence has no benchmark result shared by both models, so it does not support a quality verdict. Use the documented cost, context, and runtime rows instead.
0 results are shared. Category rows based on different benchmark sets are marked directional and do not name a winner.
Which one for your work
Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.
No workload recommendation clears the current evidence threshold.
Use the matched evidence, workload costs, and sourced specifications below instead of treating a point score as a universal answer.
Show secondary and unsupported calls
Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
No shared weighted benchmark basis supports a winner.
Confidence: limited
Agentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
No shared weighted benchmark basis supports a winner.
Confidence: limited
Long documents
Prompts that approach the documented context limit
Not enough matched evidence
A complete context comparison is not sourced.
Confidence: limited
Chat turn cost
1K fresh input + 500 output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
Cache-heavy agent loop cost
200K cached + 20K fresh input + 10K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
Repository review cost
50K fresh input + 3K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
9 Grok 4.5 only
- Shared results
- 0
- Cohere Transcribe 03-2026 only
- 0
- Grok 4.5 only
- 9
- Like-for-like categories
- 0 / 8
Category results, on a stated basis
Each row states whether both averages use the same weighted benchmark set. Directional and not-comparable rows remain visible, but they never receive a winner in this template.
Coding
Not comparable- Cohere Transcribe 03-2026
- Not measured
- Grok 4.5
- 64.7
- Weighted basis
- 0 vs 1 rows
- Reading
- Not comparable
Reasoning
Not comparable- Cohere Transcribe 03-2026
- Not measured
- Grok 4.5
- 52.6
- Weighted basis
- 0 vs 1 rows
- Reading
- Not comparable
Knowledge
Not comparable- Cohere Transcribe 03-2026
- Not measured
- Grok 4.5
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Math
Not comparable- Cohere Transcribe 03-2026
- Not measured
- Grok 4.5
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Multilingual
Not comparable- Cohere Transcribe 03-2026
- Not measured
- Grok 4.5
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Multimodal
Not comparable- Cohere Transcribe 03-2026
- Not measured
- Grok 4.5
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Instruction following
Not comparable- Cohere Transcribe 03-2026
- Not measured
- Grok 4.5
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
| Category | Cohere Transcribe 03-2026 | Grok 4.5 | Weighted basis | Reading |
|---|---|---|---|---|
| Agentic | Not measured | 83.3 | Not comparable0 vs 1 rows | Not comparable |
| Coding | Not measured | 64.7 | Not comparable0 vs 1 rows | Not comparable |
| Reasoning | Not measured | 52.6 | Not comparable0 vs 1 rows | Not comparable |
| Knowledge | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
| Math | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
| Multilingual | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
| Multimodal | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
| Instruction following | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
Shape of the matched evidence
Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.
A shared-evidence shape is not available.
BenchLM does not draw a radar or infer missing axes when the matched evidence is too sparse.
What each workload costs
Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.
Chat turn
1K fresh input + 500 output tokens
- Cohere Transcribe 03-2026
- API rate not published
- Fit state unavailable
- Grok 4.5
- $0.005
- Fits in one request
Cohere Transcribe 03-2026 has no comparable published API token rate.
Repository review
50K fresh input + 3K output tokens
- Cohere Transcribe 03-2026
- API rate not published
- Fit state unavailable
- Grok 4.5
- $0.118
- Fits in one request
Cohere Transcribe 03-2026 has no comparable published API token rate.
Cache-heavy agent loop
200K cached + 20K fresh input + 10K output tokens
- Cohere Transcribe 03-2026
- API rate not published
- Fit state unavailable
- Cached-input rate unavailable
- Grok 4.5
- $0.16
- Fits in one request
Cohere Transcribe 03-2026 has no comparable published API token rate.
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationCohere Transcribe 03-2026Grok 4.5
Context window
Maximum documented context; output-token limits may be lower.
Cohere Transcribe 03-2026
N/A
Grok 4.5
500K
API model ID
Cohere Transcribe 03-2026
CohereLabs/cohere-transcribe-03-2026
Cohere model documentationGrok 4.5
Not sourced
Cached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Cohere Transcribe 03-2026
No comparable hosted API rate
Cohere model documentationGrok 4.5
$0.3 per 1M cached input tokens
Documented inputs
Cohere Transcribe 03-2026
Not sourced
Grok 4.5
Not sourced
Documented outputs
Cohere Transcribe 03-2026
Not sourced
Grok 4.5
Not sourced
Provider availability
Cohere Transcribe 03-2026
Not sourced
Grok 4.5
Not sourced
Reasoning profile
Cohere Transcribe 03-2026
Non-Reasoning
Grok 4.5
Reasoning
Weight access
Cohere Transcribe 03-2026
Open Weight
Grok 4.5
Proprietary
License
Cohere Transcribe 03-2026
Open Weight
Grok 4.5
Proprietary
Release date
Cohere Transcribe 03-2026
Not sourced
Grok 4.5
2026-07-08
If you already use one of these models
- Deployment change
- The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
- Quality signal
- The public evidence has no benchmark result shared by both models, so it does not support a quality verdict.
- Workload cost
- A complete comparable API-rate estimate is not available for both models.
- Context tradeoff
- A complete documented context comparison is not available.
Run the same representative tasks against both endpoints before changing production traffic.
Benchmark evidence
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Browse raw public benchmark evidence9 rows
Agentic
Coding
SWE-bench Pro
Cohere Transcribe 03-2026—Grok 4.564.7%SourceNot directly comparable
SWE Multilingual
Cohere Transcribe 03-2026—Grok 4.578%SourceNot directly comparable
Terminal-Bench 2.0
Cohere Transcribe 03-2026—Grok 4.583.3%SourceNot directly comparable
cursorBench32
Cohere Transcribe 03-2026—Grok 4.566.7%SourceNot directly comparable
VulcanBench v3
Cohere Transcribe 03-2026—Grok 4.591.3%SourceNot directly comparable
Reasoning
Frequently asked questions
Which is better, Cohere Transcribe 03-2026 or Grok 4.5?
The public evidence has no benchmark result shared by both models, so it does not support a quality verdict. The page therefore keeps the decision tied to the specific documented workload.
Which is better for coding, Cohere Transcribe 03-2026 or Grok 4.5?
The published evidence does not provide a shared weighted coding basis for both models, so BenchLM does not name a coding winner.
Which is better for agentic tasks, Cohere Transcribe 03-2026 or Grok 4.5?
The published evidence does not provide a shared weighted agentic tasks basis for both models, so BenchLM does not name a agentic tasks winner.
Which costs less, Cohere Transcribe 03-2026 or Grok 4.5?
Both models do not have comparable published API token rates, so this page does not name a universal price winner.
Which has the larger context window, Cohere Transcribe 03-2026 or Grok 4.5?
A complete documented context-window comparison is not available.
Related comparisons
Last updated August 4, 2026
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