- Score
- 8.6 (+1.72 points)
- Total Cost (Current Price)
- $0.061 · 97.4% cheaper
- Response Time (avg)
- 7.51s · 0.3% faster
Summary
Claude Opus 4.8 scores 6.9 on AI BENCHY and ranks #179. It has 10.0 reliability, a 60.9% pass rate, $2.334 total cost, and 7.54s average response time.
What makes Claude Opus 4.8 unique: It stands out most in Combined, where it ranks #3, while Data parsing and extraction is its weakest area at #17.
Recommended alternatives
We recommend choosing one of these models instead:
- Score
- 9.4 (+2.51 points)
- Total Cost (Current Price)
- $0.183 · 92.2% cheaper
- Response Time (avg)
- 6.24s · 17.2% faster
- Score
- 7.1 (+0.22 points)
- Total Cost (Current Price)
- $0.114 · 95.1% cheaper
- Response Time (avg)
- 7.37s · 2.2% faster
Model facts
Researched on 2026-08-12
- Parameters
- ~5T total (~500B active)
- Architecture
- MoE
- Availability
- Closed
- License
- -
Best estimate from public evidence; the vendor did not disclose every value. External industry estimate; vendor has not disclosed the architecture.
6.9
Consistency
9.3
10.0
$2.334
Total Output Tokens
24,343
Total Input Tokens
345,059
Input Price
$5.000 / 1M
Output Price
$25.000 / 1M
Cache Read Price
$0.500 / 1M
Cache Write Price
$6.250 / 1M
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Flaky tests
2
Flaky tests had mixed outcomes across runs (at least one pass and one fail).
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#179 Claude Opus 4.8
none- Cost
- $0.053
- Time
- 22.0s
- Tokens
- 2,253 tok
Run history
| Tested on | Score | Reliability | Tests Correct | Total Cost | Compare |
|---|---|---|---|---|---|
| 2026-10-01 09:25 Re-test | 6.9 | 10.0 | $2.334 | Current run | |
| 2026-07-16 22:29 New test added | 7.3 | 10.0 | $1.166 | Compare | |
| 2026-06-30 22:01 Re-test | 7.2 | 10.0 | $0.539 | Compare | |
| 2026-06-04 13:44 New test added | 7.0 | 10.0 | $0.539 | Compare | |
| 2026-05-28 17:34 Initial run | 7.3 | 10.0 | $0.519 | Compare |
This run used a different benchmark suite. Keep suite changes in mind when reading historical movement.
Price History
Historical pricing data for this model from OpenRouter.
| Date | Input Price | Output Price | Cache Read Price | Cache Write Price |
|---|---|---|---|---|
| 2026-08-14 12:51 | $5.000 / 1M | $25.000 / 1M | N/A | N/A |
| 2026-10-01 18:33 | $5.000 / 1M | $25.000 / 1M | $0.500 / 1M | $6.250 / 1M |
Charts
Choose the first model, then click a second model to open a side-by-side page.
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Quick Compare
Category Breakdown
| Category | Score | Consistency | Tests Correct |
|---|---|---|---|
| Agentic | 5.0 | 10.0 | |
| Anti-AI Tricks | 6.5 | 10.0 | |
| Coding | 5.5 | 10.0 | |
| Combined | 9.8 | 10.0 | |
| Data parsing and extraction | 7.3 | 5.8 | |
| Domain specific | 5.3 | 7.2 | |
| General Intelligence | 10.0 | 10.0 | |
| Instructions following | 9.9 | 10.0 | |
| Puzzle Solving | 7.7 | 10.0 | |
| Tool Calling | 10.0 | 10.0 | |
| Trivia | 3.0 | 10.0 |