CompareLLM
CompareLLM.ai
Live
Explore
Compare
Decide
Track
Learn
…
CompareLLM
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

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

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. Qwen3 235B vs Perplexity: Sonar Pro Search

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

Qwen3 235B vs Perplexity: Sonar Pro Search benchmark

In this head-to-head showdown, Qwen3 235B is more budget-friendly at $1.82/1M 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: Both Qwen3 235B and Perplexity: Sonar Pro Search present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
Share Analysis:Share:
WhatsAppTelegramXLinkedIn
Executive Verdict Summary

Qwen3 235B holds empirical advantage (2 of 3 metrics)

Coding / SWESWE-bench
Qwen3 235BTop code solve rate
ReasoningGPQA / Live
Qwen3 235BTop logical accuracy
Best Value$/1M Tok
Qwen3 235BLowest API billing cost
Speed / TokTok/Sec
Qwen3 235BFastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

Qwen3 235B (2)Perplexity: Sonar Pro Search (1)
Qwen3 235B
2 of 3 Wins
✓Input price✓Output price
Perplexity: Sonar Pro Search
1 of 3 Wins
✓Context window
Alibaba
Leads 2 of 3
Qwen3 235B

Open-weight Qwen3 mixture-of-experts.

235B MoEElo 1,440In: $0.455 · Out: $1.82/1M
perplexity
Leads 1 of 3
Perplexity: Sonar Pro Search

Auto-discovered from OpenRouter (perplexity/sonar-pro-search). Preview until a second source matches.

In: $3 · Out: $15/1M

Qwen 3 Series Lineage & Sibling Variants

4 models

Currently comparing Qwen3 235B vs Perplexity: Sonar Pro Search. Alternative family tiers available.

Active: Qwen3 235B
Qwen 3 Max$3.9Qwen QwQ 32B$1.2Qwen3.8 27B$3.2
Top Rival Showdowns for Qwen3 235B
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderQwen3 235B Wins

Qwen3 235B

$1.8199999999999998 / 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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

Qwen3 235B (8)vsPerplexity: Sonar Pro Search (1)
Qwen3 235B: 8W (89%)Overall: Qwen3 235BPerplexity: Sonar Pro Search: 1W (11%)
← Qwen3 235BPerplexity: Sonar Pro Search →
🏆Qwen3 235B Leads(4/5)

Intelligence & Reasoning

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

Benchmark
Qwen3 235BvsPerplexity: Sonar Pro Search
Preference Elo
1,440vs—
Coding Elo
—vs—
SWE-bench
59.4%vs—
LiveBench
63.5%vs—
GPQA Diamond
76.8%vs—
Qwen3 235B: 4WPerplexity: Sonar Pro Search: 0W
🏆Qwen3 235B Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Qwen3 235BvsPerplexity: Sonar Pro Search
Output speed
74 tok/svs—
Time to first token
320 msvs—
Qwen3 235B: 2WPerplexity: Sonar Pro Search: 0W
🏆Qwen3 235B Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Qwen3 235BvsPerplexity: Sonar Pro Search
Output price
$1.82/1Mvs$15/1M+$13.18/1M
Input price
$0.455/1Mvs$3/1M+$2.545/1M
Context window
131kvs200k+69k
Qwen3 235B: 2WPerplexity: Sonar Pro Search: 1W

Side-by-Side Benchmark Matrix

Qwen3 235BPerplexity: Sonar Pro Search
Preference Elo
Qwen3 235B1,440
Perplexity: Sonar Pro Search—
LiveBench
Qwen3 235B63.5%
Perplexity: Sonar Pro Search—
SWE-bench
Qwen3 235B59.4%
Perplexity: Sonar Pro Search—
GPQA Diamond
Qwen3 235B76.8%
Perplexity: Sonar Pro Search—
Time to first token
Qwen3 235B320 ms
Perplexity: Sonar Pro Search—
Output speed
Qwen3 235B74 tok/s
Perplexity: Sonar Pro Search—
Input priceQwen3 235B +$2.545/1M
Qwen3 235B$0.455/1M
Perplexity: Sonar Pro Search$3/1M
Output priceQwen3 235B +$13.18/1M
Qwen3 235B$1.82/1M
Perplexity: Sonar Pro Search$15/1M
Context windowPerplexity: Sonar Pro Search +69k
Qwen3 235B131k
Perplexity: Sonar Pro Search200k
BenchmarkQwen3 235BPerplexity: Sonar Pro SearchAdvantage Delta
Preference Elo
1,440
lmarena · Aug 17, 2026
——
LiveBench
63.5%
livebench · Aug 17, 2026
——
SWE-bench
59.4%
swebench · Aug 17, 2026
——
GPQA Diamond
76.8%
seed-bootstrap · Aug 1, 2026
——
Time to first token
320 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
74 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$0.455/1M
openrouter · Aug 17, 2026
$3/1M
openrouter · Aug 17, 2026
+$2.545/1M
Output price
$1.82/1M
openrouter · Aug 17, 2026
$15/1M
openrouter · Aug 17, 2026
+$13.18/1M
Context window
131k
openrouter · Aug 17, 2026
200k
openrouter · Aug 17, 2026
+69k

Workload Cost & Savings Calculator

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

Save 87% with Qwen3 235B
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Qwen3 235B$43.22 / mo
In: $15.92Out: $27.3
Perplexity: Sonar Pro Search$330.00 / mo
In: $105Out: $225
Estimated Cost Delta

Qwen3 235B is estimated to save $286.78/month ($3,441/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Qwen3 235B:Pick Qwen3 235B when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatQwen3 235B

Lower output list price ($1.82/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGPerplexity: Sonar Pro Search

Larger window (200k).

Screenshots / visionPerplexity: Sonar Pro Search

Perplexity: Sonar Pro Search is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatQwen3 235BLower output list price ($1.82/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGPerplexity: Sonar Pro SearchLarger window (200k).
Screenshots / visionPerplexity: Sonar Pro SearchPerplexity: Sonar Pro Search is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchSep 20, 2025

Qwen3 235B: the open MoE Qwen, not the Max SKU

Sep 2025 open-weight mixture-of-experts. Self-host path. Don’t confuse it with Qwen 3 Max.

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/qwen-3-235b-vs-sonar-pro-search/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Alibaba

Qwen3 235B

Elo 1,440
SWE-bench59.4%
Speed (tok/s)74 tok/s
Input / 1M Tokens$0.455/1M
Output / 1M Tokens$1.82/1M
perplexity

Perplexity: Sonar Pro Search

Elo n/a
SWE-bench—
Speed (tok/s)200k
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M

Frequently Asked Questions

Which is better overall, Qwen3 235B or Perplexity: Sonar Pro Search?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Qwen3 235B or Perplexity: Sonar Pro Search?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
Qwen3 235B output tokens are $1.82/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Qwen3 235B or Perplexity: Sonar Pro Search?
We do not have TTFT for both models.
Which has the larger context window?
Perplexity: Sonar Pro Search accepts 200k tokens versus 131k.
Can I self-host either model?
Qwen3 235B 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. Qwen3 235B and Perplexity: Sonar Pro Search Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Sep 20, 2025

    Qwen3 235B: the open MoE Qwen, not the Max SKU

Similar Head-to-Head Comparisons

All Qwen3 235B matchups →|All Perplexity: Sonar Pro Search matchups →
Qwen3 235B vs Qwen 2.5 Coder 32B (previous qwen)Qwen3 235B vs Qwen QwQ 32B (next qwen)Qwen 3 Max vs Qwen3 235BQwen 2.5 Plus vs Qwen3 235BQwen2.5 Coder 32B Instruct vs Qwen3 235BQwen3.8 27B vs Qwen3 235B