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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  3. Claude Opus 4.8 vs Gemini 3.7 Flash

Pairwise benchmark snapshot · Aug 16, 2026

Claude Opus 4.8 vs Gemini 3.7 Flash benchmark

In this head-to-head showdown, Claude Opus 4.8 delivers higher overall intelligence and human-preferred responses (Elo 1,598 vs 1,530), while Claude Opus 4.8 leads in SWE-bench software engineering benchmarks (78.4%), while Gemini 3.7 Flash is more budget-friendly at $3.75/1M 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: Choose Claude Opus 4.8 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Gemini 3.7 Flash if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

Claude Opus 4.8 (5)Gemini 3.7 Flash (5)
Claude Opus 4.8
5 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond
Gemini 3.7 Flash
5 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Anthropic
Leads 5 of 10 metrics
Claude Opus 4.8

Prior Opus generation still billed at $5/$25. Kept as a compare baseline against Opus 5.

Opus 4.8Elo 1,598$25/1M out
Google
Leads 5 of 10 metrics
Gemini 3.7 Flash

Google Aug 13 2026 workhorse. Official intro price $0.75/$3.75 per 1M through Dec 31 2026; 1,048,576-token context (Google blog).

3.7 Flash SpeedElo 1,530$3.75/1M out

Claude 4 Series Lineage & Sibling Variants

5 models

Currently comparing Claude Opus 4.8 vs Gemini 3.7 Flash. Alternative family tiers available.

Active: Claude Opus 4.8
Claude Opus 4.5$75Claude Opus 4.6$75Claude Sonnet 4.5$15Claude Haiku 4.5$5

Claude Opus 4.8 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
330 ms
Standard speed
Reasoning Depth
~3,200
Internal tokens
Cost / 1k Calls
$90.00
9.0× standard bill
Accuracy Boost
+5.2% accuracy
STEM & SWE-bench
Top Rival Showdowns for Claude Opus 4.8
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderClaude Opus 4.8 Wins

Claude Opus 4.8

Δ 68 Arena Elo pts

Throughput LeaderGemini 3.7 Flash Wins

Gemini 3.7 Flash

215 tok/s

Value per Dollar LeaderGemini 3.7 Flash Wins

Gemini 3.7 Flash

$3.75 / 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 Opus 4.8 (5)vsGemini 3.7 Flash (5)
Claude Opus 4.8: 5W (50%)Overall: Even matchupGemini 3.7 Flash: 5W (50%)
← Claude Opus 4.8Gemini 3.7 Flash →
🏆Claude Opus 4.8(5/5)

Intelligence & Reasoning

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

Benchmark
Claude Opus 4.8vsGemini 3.7 Flash
Preference Elo
1,598vs1,530+68
Coding Elo
1,604vs1,546+58
SWE-bench
78.4%vs72.4%+6%
LiveBench
73.6%vs69.6%+4%
GPQA Diamond
86.2%vs81.2%+5%
Claude Opus 4.8: 5WGemini 3.7 Flash: 0W
🏆Gemini 3.7 Flash(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Opus 4.8vsGemini 3.7 Flash
Output speed
66 tok/svs215 tok/s+149 tok/s
Time to first token
330 msvs82 ms+248 ms
Claude Opus 4.8: 0WGemini 3.7 Flash: 2W
🏆Gemini 3.7 Flash(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Opus 4.8vsGemini 3.7 Flash
Output price
$25/1Mvs$3.75/1M+$21.25/1M
Input price
$5/1Mvs$0.75/1M+$4.25/1M
Context window
1Mvs1M+49k
Claude Opus 4.8: 0WGemini 3.7 Flash: 3W

Side-by-Side Benchmark Matrix

Preference Elo+68
Claude Opus 4.81,598
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash1,530
seed-bootstrap · Aug 16, 2026
Coding Elo+58
Claude Opus 4.81,604
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash1,546
seed-bootstrap · Aug 16, 2026
LiveBench+4%
Claude Opus 4.873.6%
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash69.6%
seed-bootstrap · Aug 16, 2026
SWE-bench+6%
Claude Opus 4.878.4%
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash72.4%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+5%
Claude Opus 4.886.2%
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash81.2%
seed-bootstrap · Aug 16, 2026
Time to first token+248 ms
Claude Opus 4.8330 ms
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash82 ms
seed-bootstrap · Aug 16, 2026
Output speed+149 tok/s
Claude Opus 4.866 tok/s
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash215 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$4.25/1M
Claude Opus 4.8$5/1M
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash$0.75/1M
seed-bootstrap · Aug 16, 2026
Output price+$21.25/1M
Claude Opus 4.8$25/1M
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash$3.75/1M
seed-bootstrap · Aug 16, 2026
Context window+49k
Claude Opus 4.81M
seed-bootstrap · Aug 16, 2026
Gemini 3.7 Flash1M
seed-bootstrap · Aug 16, 2026
BenchmarkClaude Opus 4.8Gemini 3.7 FlashAdvantage Delta
Preference Elo
1,598
seed-bootstrap · Aug 16, 2026
1,530
seed-bootstrap · Aug 16, 2026
+68
Coding Elo
1,604
seed-bootstrap · Aug 16, 2026
1,546
seed-bootstrap · Aug 16, 2026
+58
LiveBench
73.6%
seed-bootstrap · Aug 16, 2026
69.6%
seed-bootstrap · Aug 16, 2026
+4%
SWE-bench
78.4%
seed-bootstrap · Aug 16, 2026
72.4%
seed-bootstrap · Aug 16, 2026
+6%
GPQA Diamond
86.2%
seed-bootstrap · Aug 16, 2026
81.2%
seed-bootstrap · Aug 16, 2026
+5%
Time to first token
330 ms
seed-bootstrap · Aug 16, 2026
82 ms
seed-bootstrap · Aug 16, 2026
+248 ms
Output speed
66 tok/s
seed-bootstrap · Aug 16, 2026
215 tok/s
seed-bootstrap · Aug 16, 2026
+149 tok/s
Input price
$5/1M
seed-bootstrap · Aug 16, 2026
$0.75/1M
seed-bootstrap · Aug 16, 2026
+$4.25/1M
Output price
$25/1M
seed-bootstrap · Aug 16, 2026
$3.75/1M
seed-bootstrap · Aug 16, 2026
+$21.25/1M
Context window
1M
seed-bootstrap · Aug 16, 2026
1M
seed-bootstrap · Aug 16, 2026
+49k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 85% with Gemini 3.7 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 Opus 4.8$550.00 / mo
In: $175Out: $375
Gemini 3.7 Flash$82.50 / mo
In: $26.25Out: $56.25
Estimated Cost Delta

Gemini 3.7 Flash is estimated to save $467.50/month ($5,610/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude Opus 4.8:Pick Claude Opus 4.8 when repo-level coding accuracy is the constraint.
  • 2
    Gemini 3.7 Flash:Pick Gemini 3.7 Flash when you are optimizing output cost.
  • 3
    Gemini 3.7 Flash:Pick Gemini 3.7 Flash when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsClaude Opus 4.8

Higher SWE-bench (78.4%).

High-volume chatGemini 3.7 Flash

Lower output list price ($3.75/1M).

Voice / low-latency UIGemini 3.7 Flash

Lower TTFT (82 ms).

Long-document RAGGemini 3.7 Flash

Larger window (1M).

Screenshots / visionClaude Opus 4.8

Both accept images. Defaulting to the higher-Elo side (Claude Opus 4.8).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsClaude Opus 4.8Higher SWE-bench (78.4%).
High-volume chatGemini 3.7 FlashLower output list price ($3.75/1M).
Voice / low-latency UIGemini 3.7 FlashLower TTFT (82 ms).
Long-document RAGGemini 3.7 FlashLarger window (1M).
Screenshots / visionClaude Opus 4.8Both accept images. Defaulting to the higher-Elo side (Claude Opus 4.8).

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 13, 2026

Gemini Flash vs Pro: when Flash is the whole product

3.7 Flash vs 3.6 Pro is the current Google volume-versus-upgrade pair.

priceAug 13, 2026

Gemini 3.6 Flash (Jul 21) now shares the 3.7 intro rate

Jul 21 workhorse that inherited $0.75/$3.75 through year-end. Keep the row; 3.7 is the newer sibling.

launchAug 13, 2026

Gemini 3.7 Flash (Aug 13): $0.75/$3.75 intro through Dec 31 2026

Google’s current workhorse drop. Official intro list and 1,048,576-token context. Compare to Luna and Haiku.

launchJul 15, 2026

Gemini 3.6 Pro: Google’s current Pro-class long-context row

2M context, Pro-class Elo and coding. Upgrade path from Flash is this page, not a vibe check.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Opus 4.8

Elo 1,598
SWE-bench78.4%
Speed (tok/s)66 tok/s
Input / 1M Tokens$5/1M
Output / 1M Tokens$25/1M
Google

Gemini 3.7 Flash

Elo 1,530
SWE-bench72.4%
Speed (tok/s)215 tok/s
Input / 1M Tokens$0.75/1M
Output / 1M Tokens$3.75/1M

Frequently Asked Questions

Which is better overall, Claude Opus 4.8 or Gemini 3.7 Flash?
Claude Opus 4.8 has the higher preference Elo in our latest snapshot (1,598). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Opus 4.8 or Gemini 3.7 Flash?
Claude Opus 4.8 leads SWE-bench at 78.4% vs 72.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Gemini 3.7 Flash output tokens are $3.75/1M versus $25/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Opus 4.8 or Gemini 3.7 Flash?
Gemini 3.7 Flash has the lower time-to-first-token (82 ms vs 330 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Gemini 3.7 Flash accepts 1M tokens versus 1M.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
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 Opus 4.8 and Gemini 3.7 Flash Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 13, 2026

    Gemini Flash vs Pro: when Flash is the whole product

  • price · Aug 13, 2026

    Gemini 3.6 Flash (Jul 21) now shares the 3.7 intro rate

  • launch · Aug 13, 2026

    Gemini 3.7 Flash (Aug 13): $0.75/$3.75 intro through Dec 31 2026

  • launch · Jul 15, 2026

    Gemini 3.6 Pro: Google’s current Pro-class long-context row

Similar Head-to-Head Comparisons

All Claude Opus 4.8 matchups →|All Gemini 3.7 Flash matchups →
Claude Opus 4.8 vs Claude Opus 4.6 (previous opus)Claude Opus 4.8 vs Claude Opus 5 (next opus)Gemini 3.7 Flash vs Gemini 3.6 Flash (previous gemini-flash)Claude Fable 5 vs Claude Opus 4.8Gemini 3.6 Pro vs Claude Opus 4.8Claude Opus 4.5 vs Claude Opus 4.8