CompareLLM
CompareLLM.ai
Live
LeaderboardModelsCompareStacksBest ofGuidesNewsMethod
…
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.

  1. Home
  2. Stack Engine
  3. highest coding accuracy
Deterministic Stack Engine

Best AI Stack for highest coding accuracy

SWE-bench first with no budget cap. For when the patch quality matters more than the invoice.

Objective Weight Distribution
SWE-bench:55%Code Elo:25%Elo:20%
Recommended PickScore 98.8 / 100

Claude Fable 5

Anthropic · Closed flagship

swe bench p99elo coding p99elo p98
Output: $50/1MSWE-bench: 80%
View full model fact sheet

Full Stack Leaderboard

Ranked alternatives optimized for highest coding accuracy based on objective benchmark weighting.

#2Claude Opus 5(Anthropic)
Score 98.0
swe benchP98elo codingP97eloP99
Rank #2 in stackvs #1
#3Claude Opus 4.8(Anthropic)
Score 95.0
swe benchP95elo codingP95eloP95
Rank #3 in stackvs #1
#4GPT-5.6 Sol(OpenAI)
Score 94.2
swe benchP94elo codingP93eloP96
Rank #4 in stackvs #1
#5OpenAI: o3 Mini(OpenAI)
Score 92.7
swe benchP96elo codingP89eloP88
Rank #5 in stackvs #1
#6Claude Opus 4.5(Anthropic)
Score 90.1
swe benchP92elo codingP87eloP89
Rank #6 in stackvs #1
#7GLM-5.3(Zhipu)
Score 90.0
swe benchP91elo codingP91eloP86
Rank #7 in stackvs #1
#8Claude Opus 4.6(Anthropic)
Score 88.6
swe benchP89elo codingP85eloP92
Rank #8 in stackvs #1
#9Gemini 3.6 Pro(Google)
Score 85.2
swe benchP85elo codingP81eloP91
Rank #9 in stackvs #1
#10Claude Sonnet 5(Anthropic)
Score 82.2
swe benchP83elo codingP79eloP84
Rank #10 in stackvs #1