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Model comparison

o3 vs Seed 1.6 Flash

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
47.89/100
No comparison
N/A
0 category wins0 category wins

Public leaderboard positions: o3 #131 (Supported); Seed 1.6 Flash #145 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. o3 and Seed 1.6 Flash share 0 comparable benchmark results. 0 of 8 categories are comparable. 16 results are unique to o3; 0 to Seed 1.6 Flash.

Updated July 18, 2026
Shared results
0
o3 only
16
Seed 1.6 Flash only
0
Comparable categories
0 / 8

Benchmark data for o3 and Seed 1.6 Flash 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 does not have sourced benchmark coverage for Seed 1.6 Flash yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Seed 1.6 Flash has the larger context window at 256K, compared with 200K for o3.

Operational comparison

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

Metrico3Seed 1.6 FlashComparison
Input / output priceUSD per 1M tokenso3$2 input / $8 outputSeed 1.6 FlashNot availableA complete price comparison is not available.
Generation speedtokens per secondo3118 tok/sSeed 1.6 FlashNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokeno35.38 sSeed 1.6 FlashNot availableA complete latency comparison is not available.
Context windowmaximum listed tokenso3200KSeed 1.6 Flash256KSeed 1.6 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
Benchmarko3Seed 1.6 FlashResult
τ²-bench resultsSource 80.7%Not comparable
Coding
Benchmarko3Seed 1.6 FlashResult
AA-SciCodeSource 41.0%Not comparable
Reasoning
Benchmarko3Seed 1.6 FlashResult
AA-LCRSource 69.3%Not comparable
CritPtSource 1.1%Not comparable
Knowledge
Benchmarko3Seed 1.6 FlashResult
Artificial Analysis Intelligence IndexSource 30.4%Not comparable
AA-GPQA DiamondSource 82.7%Not comparable
AA-HLESource 20.0%Not comparable
AA-Omniscience IndexSource -15.3%Not comparable
AA-Omniscience AccuracySource 38.4%Not comparable
AA-Omniscience Hallucination RateSource 87.1%Not comparable
Math
Benchmarko3Seed 1.6 FlashResult
AA MATH-500Source 99.2%Not comparable
FrontierMath v2 (Tiers 1-3)Source 18.685%Not comparable
FrontierMath v2 (Tier 4)Source 2.083%Not comparable
Multimodal
Benchmarko3Seed 1.6 FlashResult
AA-MMMU-ProSource 70.1%Not comparable
Design Arena WebsiteSource 1069Not comparable
Inst. Following
Benchmarko3Seed 1.6 FlashResult
AA-IFBenchSource 71.4%Not comparable
Frequently Asked Questions (3)

Can I compare o3 and Seed 1.6 Flash 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 o3 and Seed 1.6 Flash today?

o3: $2.00 input / $8.00 output per 1M tokens Seed 1.6 Flash: Pricing unavailable 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

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