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Every score has a dated snapshot.

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  3. Claude 3.7 Sonnet vs DeepSeek V4 Flash

Pairwise benchmark snapshot · Aug 16, 2026

Claude 3.7 Sonnet vs DeepSeek V4 Flash benchmark

In this head-to-head showdown, DeepSeek V4 Flash delivers higher overall intelligence and human-preferred responses (Elo 1,490 vs 1,362), while DeepSeek V4 Flash leads in SWE-bench software engineering benchmarks (71.2%), while DeepSeek V4 Flash is more budget-friendly at $0.28/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: DeepSeek V4 Flash holds the advantage over Claude 3.7 Sonnet in overall benchmark performance and human evaluation rankings. Choose DeepSeek V4 Flash for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

9 direct benchmark disciplines evaluated across capability, speed, and cost

Claude 3.7 Sonnet (1)DeepSeek V4 Flash (8)
Claude 3.7 Sonnet
1 of 9 Wins
✓Context window
DeepSeek V4 Flash
8 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price
Anthropic
Leads 1 of 9 metrics
Claude 3.7 Sonnet

Hybrid-reasoning Sonnet from 2025. Kept for historical compare pages.

Elo 1,362$15/1M out
DeepSeek
Leads 8 of 9 metrics
DeepSeek V4 Flash

DeepSeek Jul 31 2026 price-performance SKU. Public listings put it near $0.14/$0.28 per 1M tokens.

V4 Flash SpeedElo 1,490$0.28/1M out

Claude 3.7 Sonnet Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (16k budget)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
240 ms
Standard speed
Reasoning Depth
~3,200
Internal tokens
Cost / 1k Calls
$54.00
9.0× standard bill
Accuracy Boost
+5.2% accuracy
STEM & SWE-bench
Top Rival Showdowns for Claude 3.7 Sonnet
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderDeepSeek V4 Flash Wins

DeepSeek V4 Flash

Δ 128 Arena Elo pts

Throughput LeaderDeepSeek V4 Flash Wins

DeepSeek V4 Flash

142 tok/s

Value per Dollar LeaderDeepSeek V4 Flash Wins

DeepSeek V4 Flash

$0.28 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Claude 3.7 Sonnet (1)vsDeepSeek V4 Flash (9)
Claude 3.7 Sonnet: 1W (10%)Overall: DeepSeek V4 FlashDeepSeek V4 Flash: 9W (90%)
← Claude 3.7 SonnetDeepSeek V4 Flash →
🏆DeepSeek V4 Flash(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
Claude 3.7 SonnetvsDeepSeek V4 Flash
Preference Elo
1,362vs1,490+128
Coding Elo
—vs1,516
SWE-bench
70.3%vs71.2%+0.9%
LiveBench
58.4%vs67.8%+9.4%
GPQA Diamond
78.5%vs81.6%+3.1%
Claude 3.7 Sonnet: 0WDeepSeek V4 Flash: 5W
🏆DeepSeek V4 Flash(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.7 SonnetvsDeepSeek V4 Flash
Output speed
85 tok/svs142 tok/s+57 tok/s
Time to first token
240 msvs165 ms+75 ms
Claude 3.7 Sonnet: 0WDeepSeek V4 Flash: 2W
🏆DeepSeek V4 Flash(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.7 SonnetvsDeepSeek V4 Flash
Output price
$15/1Mvs$0.28/1M+$14.72/1M
Input price
$3/1Mvs$0.14/1M+$2.86/1M
Context window
200kvs160k+40k
Claude 3.7 Sonnet: 1WDeepSeek V4 Flash: 2W

Side-by-Side Benchmark Matrix

Preference Elo+128
Claude 3.7 Sonnet1,362
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash1,490
seed-bootstrap · Aug 16, 2026
Coding Elo
Claude 3.7 Sonnet—
DeepSeek V4 Flash1,516
seed-bootstrap · Aug 16, 2026
LiveBench+9.4%
Claude 3.7 Sonnet58.4%
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash67.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+0.9%
Claude 3.7 Sonnet70.3%
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash71.2%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+3.1%
Claude 3.7 Sonnet78.5%
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash81.6%
seed-bootstrap · Aug 16, 2026
Time to first token+75 ms
Claude 3.7 Sonnet240 ms
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash165 ms
seed-bootstrap · Aug 16, 2026
Output speed+57 tok/s
Claude 3.7 Sonnet85 tok/s
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash142 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$2.86/1M
Claude 3.7 Sonnet$3/1M
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash$0.14/1M
seed-bootstrap · Aug 16, 2026
Output price+$14.72/1M
Claude 3.7 Sonnet$15/1M
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash$0.28/1M
seed-bootstrap · Aug 16, 2026
Context window+40k
Claude 3.7 Sonnet200k
seed-bootstrap · Aug 1, 2026
DeepSeek V4 Flash160k
seed-bootstrap · Aug 16, 2026
BenchmarkClaude 3.7 SonnetDeepSeek V4 FlashAdvantage Delta
Preference Elo
1,362
seed-bootstrap · Aug 1, 2026
1,490
seed-bootstrap · Aug 16, 2026
+128
Coding Elo—
1,516
seed-bootstrap · Aug 16, 2026
—
LiveBench
58.4%
seed-bootstrap · Aug 1, 2026
67.8%
seed-bootstrap · Aug 16, 2026
+9.4%
SWE-bench
70.3%
seed-bootstrap · Aug 1, 2026
71.2%
seed-bootstrap · Aug 16, 2026
+0.9%
GPQA Diamond
78.5%
seed-bootstrap · Aug 1, 2026
81.6%
seed-bootstrap · Aug 16, 2026
+3.1%
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
165 ms
seed-bootstrap · Aug 16, 2026
+75 ms
Output speed
85 tok/s
seed-bootstrap · Aug 1, 2026
142 tok/s
seed-bootstrap · Aug 16, 2026
+57 tok/s
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 16, 2026
+$2.86/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$0.28/1M
seed-bootstrap · Aug 16, 2026
+$14.72/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
160k
seed-bootstrap · Aug 16, 2026
+40k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 97% with DeepSeek V4 Flash
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude 3.7 Sonnet$330.00 / mo
In: $105Out: $225
DeepSeek V4 Flash$9.10 / mo
In: $4.9Out: $4.2
Estimated Cost Delta

DeepSeek V4 Flash is estimated to save $320.90/month ($3,851/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    DeepSeek V4 Flash:Pick DeepSeek V4 Flash when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek V4 Flash:Pick DeepSeek V4 Flash when time-to-first-token matters more than peak Elo.
  • 3
    DeepSeek V4 Flash:Pick DeepSeek V4 Flash as the default general assistant.

Recommended Workload Routing

Repo / coding agentsDeepSeek V4 Flash

Higher SWE-bench (71.2%).

High-volume chatDeepSeek V4 Flash

Lower output list price ($0.28/1M).

Voice / low-latency UIDeepSeek V4 Flash

Lower TTFT (165 ms).

Long-document RAGClaude 3.7 Sonnet

Larger window (200k).

Screenshots / visionClaude 3.7 Sonnet

Claude 3.7 Sonnet is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek V4 FlashHigher SWE-bench (71.2%).
High-volume chatDeepSeek V4 FlashLower output list price ($0.28/1M).
Voice / low-latency UIDeepSeek V4 FlashLower TTFT (165 ms).
Long-document RAGClaude 3.7 SonnetLarger window (200k).
Screenshots / visionClaude 3.7 SonnetClaude 3.7 Sonnet is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
priceJul 31, 2026

DeepSeek V4 Flash (Jul 31): the $0.14/$0.28 price-performance SKU

Public listings put Flash near $0.14/$0.28 per 1M. That is a batch SKU, not a chatbot crown.

newsFeb 25, 2025

Claude 3.7 Sonnet stays as a historical hybrid-reasoning baseline

2025 hybrid-reasoning Sonnet. Deprecated for buying, kept for old compare URLs and “what did 3.7 score?”

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude 3.7 Sonnet

Elo 1,362
SWE-bench70.3%
Speed (tok/s)85 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
DeepSeek

DeepSeek V4 Flash

Elo 1,490
SWE-bench71.2%
Speed (tok/s)142 tok/s
Input / 1M Tokens$0.14/1M
Output / 1M Tokens$0.28/1M

Frequently Asked Questions

Which is better overall, Claude 3.7 Sonnet or DeepSeek V4 Flash?
DeepSeek V4 Flash has the higher preference Elo in our latest snapshot (1,490). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude 3.7 Sonnet or DeepSeek V4 Flash?
DeepSeek V4 Flash leads SWE-bench at 71.2% vs 70.3%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek V4 Flash output tokens are $0.28/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.7 Sonnet or DeepSeek V4 Flash?
DeepSeek V4 Flash has the lower time-to-first-token (165 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude 3.7 Sonnet accepts 200k tokens versus 160k.
Can I self-host either model?
DeepSeek V4 Flash is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Claude 3.7 Sonnet and DeepSeek V4 Flash Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • price · Jul 31, 2026

    DeepSeek V4 Flash (Jul 31): the $0.14/$0.28 price-performance SKU

  • news · Feb 25, 2025

    Claude 3.7 Sonnet stays as a historical hybrid-reasoning baseline

Similar Head-to-Head Comparisons

All Claude 3.7 Sonnet matchups →|All DeepSeek V4 Flash matchups →
Claude 3.7 Sonnet vs Claude 3.5 Sonnet (previous sonnet)Claude 3.7 Sonnet vs Claude Sonnet 4 (next sonnet)DeepSeek V4 Flash vs DeepSeek V4 Pro (previous deepseek)Claude Opus 4.5 vs DeepSeek V4 FlashClaude Opus 4.6 vs DeepSeek V4 FlashClaude Sonnet 4.5 vs DeepSeek V4 Flash