Skip to main content

Model comparison

GPT-4o vs Ornith-1.0-397B

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
OpenAI
41.49/100
No comparison
DeepReinforce AI
N/A
0 category wins0 category wins

Public leaderboard positions: GPT-4o #165 (Supported); Ornith-1.0-397B unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-4o and Ornith-1.0-397B share 0 comparable benchmark results. 0 of 8 categories are comparable. 13 results are unique to GPT-4o; 7 to Ornith-1.0-397B.

Updated July 18, 2026
Shared results
0
GPT-4o only
13
Ornith-1.0-397B only
7
Comparable categories
0 / 8

Benchmark data for GPT-4o and Ornith-1.0-397B is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

GPT-4o is priced at $2.50 input / $10.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Ornith-1.0-397B. Ornith-1.0-397B has the larger context window at 256K, compared with 128K for GPT-4o.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGPT-4oOrnith-1.0-397BComparison
Input / output priceUSD per 1M tokensGPT-4o$2.5 input / $10 outputOrnith-1.0-397B$0 input / $0 outputOrnith-1.0-397B has the lower combined listed price.
Generation speedtokens per secondGPT-4o131 tok/sOrnith-1.0-397BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-4o0.81 sOrnith-1.0-397BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-4o128KOrnith-1.0-397B256KOrnith-1.0-397B lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-4oOrnith-1.0-397BResult
τ²-bench resultsSource 25.1%Not comparable
Terminal-Bench 2.0Source 77.5%Not comparable
Claw-EvalSource 77.1%Not comparable
Coding
BenchmarkGPT-4oOrnith-1.0-397BResult
AA-SciCodeSource 33.3%Not comparable
SWE-bench VerifiedSource 82.4%Not comparable
SWE-bench ProSource 62.2%Not comparable
SWE MultilingualSource 78.9%Not comparable
NL2RepoSource 48.2%Not comparable
Terminal-Bench 2.0Source 77.5%Not comparable
Reasoning
BenchmarkGPT-4oOrnith-1.0-397BResult
AA-LCRSource 0.0%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkGPT-4oOrnith-1.0-397BResult
Artificial Analysis Intelligence IndexSource 11.2%Not comparable
AA-GPQA DiamondSource 54.3%Not comparable
AA-HLESource 3.3%Not comparable
AA-Omniscience IndexSource -10.7%Not comparable
AA-Omniscience AccuracySource 19.7%Not comparable
AA-Omniscience Hallucination RateSource 37.9%Not comparable
Math
BenchmarkGPT-4oOrnith-1.0-397BResult
FrontierMath v2 (Tiers 1-3)Source 0.345%Not comparable
Multimodal
BenchmarkGPT-4oOrnith-1.0-397BResult
Design Arena WebsiteSource 864Not comparable
Inst. Following
BenchmarkGPT-4oOrnith-1.0-397BResult
AA-IFBenchSource 34.3%Not comparable
Frequently Asked Questions (3)

Can I compare GPT-4o and Ornith-1.0-397B on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for GPT-4o and Ornith-1.0-397B today?

GPT-4o: $2.50 input / $10.00 output per 1M tokens Ornith-1.0-397B: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 18, 2026

The AI models change fast. We track them for you.

A weekly brief for engineers and researchers covering new models, ranking shifts, and pricing changes.

Free. No spam. Unsubscribe anytime.