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Model comparison

DeepSeek V3 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.
DeepSeek
44.97/100
No comparison
N/A
0 category wins0 category wins

Public leaderboard positions: DeepSeek V3 #147 (Supported); Seed 1.6 Flash #145 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V3 and Seed 1.6 Flash share 0 comparable benchmark results. 0 of 8 categories are comparable. 22 results are unique to DeepSeek V3; 0 to Seed 1.6 Flash.

Updated July 23, 2026
Shared results
0
DeepSeek V3 only
22
Seed 1.6 Flash only
0
Comparable categories
0 / 8

Benchmark data for DeepSeek V3 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 128K for DeepSeek V3.

Operational comparison

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

MetricDeepSeek V3Seed 1.6 FlashComparison
Input / output priceUSD per 1M tokensDeepSeek V3$0.27 input / $1.1 outputSeed 1.6 FlashNot availableA complete price comparison is not available.
Generation speedtokens per secondDeepSeek V3Not availableSeed 1.6 FlashNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V3Not availableSeed 1.6 FlashNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V3128KSeed 1.6 Flash256KSeed 1.6 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek V3Seed 1.6 FlashResult
AA Agentic IndexSource 1.6%Not comparable
τ²-bench resultsSource 22.8%Not comparable
GDPval-AASource 0.0%Not comparable
GDPval-AASource 217Not comparable
Coding
BenchmarkDeepSeek V3Seed 1.6 FlashResult
LiveCodeBenchSource 37.6%Not comparable
SWE-bench VerifiedSource 42%Not comparable
AA Coding IndexSource 23.0%Not comparable
AA-SciCodeSource 35.4%Not comparable
Reasoning
BenchmarkDeepSeek V3Seed 1.6 FlashResult
AA-LCRSource 29.0%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkDeepSeek V3Seed 1.6 FlashResult
GPQASource 59.1%Not comparable
MMLU-ProSource 75.9%Not comparable
Artificial Analysis Intelligence IndexSource 14.2%Not comparable
AA-GPQA DiamondSource 55.7%Not comparable
AA-HLESource 3.6%Not comparable
AA-Omniscience IndexSource -41.3%Not comparable
AA-Omniscience AccuracySource 25.4%Not comparable
AA-Omniscience Hallucination RateSource 89.4%Not comparable
Math
BenchmarkDeepSeek V3Seed 1.6 FlashResult
FrontierMath v2 (Tiers 1-3)Source 1.724%Not comparable
Multimodal
BenchmarkDeepSeek V3Seed 1.6 FlashResult
Design Arena WebsiteSource 1150Not comparable
Inst. Following
BenchmarkDeepSeek V3Seed 1.6 FlashResult
IFEvalSource 86.1%Not comparable
AA-IFBenchSource 34.8%Not comparable
Frequently Asked Questions (3)

Can I compare DeepSeek V3 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 DeepSeek V3 and Seed 1.6 Flash today?

DeepSeek V3: $0.27 input / $1.10 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.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

DeepSeek V3
API / mo$1,028
Self-host / mo$18,221
Break-even1.2B/day
Seed 1.6 Flash
API / mo$0
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

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Last updated: July 23, 2026

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