Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Claude 4 Sonnet
50
Ornith-1.0-9B
52
Pick Ornith-1.0-9B if you want the stronger benchmark profile. Claude 4 Sonnet only becomes the better choice if coding is the priority or you would rather avoid the extra latency and token burn of a reasoning model.
Coding
+3.3 difference
Claude 4 Sonnet
Ornith-1.0-9B
$3 / $15
$0 / $0
40 t/s
N/A
1.33s
N/A
200K
262K
Pick Ornith-1.0-9B if you want the stronger benchmark profile. Claude 4 Sonnet only becomes the better choice if coding is the priority or you would rather avoid the extra latency and token burn of a reasoning model.
Ornith-1.0-9B has the cleaner provisional overall profile here, landing at 52 versus 50. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
Claude 4 Sonnet is also the more expensive model on tokens at $3.00 input / $15.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Ornith-1.0-9B. That is roughly Infinityx on output cost alone. Ornith-1.0-9B is the reasoning model in the pair, while Claude 4 Sonnet is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Ornith-1.0-9B gives you the larger context window at 262K, compared with 200K for Claude 4 Sonnet.
Ornith-1.0-9B is ahead on BenchLM's provisional leaderboard, 52 to 50. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 72.7% and 69.4%.
Claude 4 Sonnet has the edge for coding in this comparison, averaging 72.7 versus 69.4. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
For engineers, researchers, and the plain curious — a weekly brief on new models, ranking shifts, and pricing changes.
Free. No spam. Unsubscribe anytime.