Every Top AI Model, Ranked. One API to Access Them All.
Compare Claude, GPT, Gemini, DeepSeek and more on real WildClawBench tasks, then route OpenClaw work through Heraclaw without changing your stack.
Best overall
Claude Opus 4.6
Claude Opus 4.6 leads this benchmark with a 51.59% success rate.
Fastest AI model
Grok 4.20 Beta
Grok 4.20 Beta is the fastest model here at about 5.6s per task.
Best value
MiniMax M2.7
MiniMax M2.7 is the strongest value pick, with 33.81% success and $7,470 per 1,000 tasks.
Plain-English recommendations
Leaderboard views
Sort for overall wins, category depth, or value
Claude Opus 4.6
Best for creative work
Success rate
51.59%
Avg speed
30.5s
Cost / 1k tasks
$80,850
Best for
creative work
GPT-5.4
Best for creative work
Success rate
50.34%
Avg speed
21.0s
Cost / 1k tasks
$20,083
Best for
creative work
GLM 5
Best for creative work
Success rate
42.63%
Avg speed
22.4s
Cost / 1k tasks
$11,392
Best for
creative work
Gemini 3.1 Pro
Best for creative work
Success rate
40.84%
Avg speed
14.4s
Cost / 1k tasks
$18,221
Best for
creative work
MiMo V2 Pro
Best for creative work
Success rate
40.24%
Avg speed
27.5s
Cost / 1k tasks
$26,468
Best for
creative work
Qwen3.5 397B
Best for creative work
Success rate
34.53%
Avg speed
27.5s
Cost / 1k tasks
$22,333
Best for
creative work
DeepSeek V3.2
Best for creative work
Success rate
34.02%
Avg speed
32.9s
Cost / 1k tasks
$11,503
Best for
creative work
GLM 5 Turbo
Best for creative work
Success rate
33.90%
Avg speed
29.9s
Cost / 1k tasks
$14,800
Best for
creative work
MiniMax M2.7
Best for creative work
Success rate
33.81%
Avg speed
33.1s
Cost / 1k tasks
$7,470
Best for
creative work
Kimi K2.5
Best for creative work
Success rate
30.84%
Avg speed
24.3s
Cost / 1k tasks
$6,730
Best for
creative work
MiMo V2 Flash
Best for creative work
Success rate
30.84%
Avg speed
26.0s
Cost / 1k tasks
$10,232
Best for
creative work
MiniMax M2.5
Best for creative work
Success rate
27.14%
Avg speed
32.5s
Cost / 1k tasks
$9,657
Best for
creative work
Step 3.5 Flash
Best for creative work
Success rate
26.72%
Avg speed
25.8s
Cost / 1k tasks
$6,632
Best for
creative work
Grok 4.20 Beta
Best for creative work
Success rate
19.28%
Avg speed
5.6s
Cost / 1k tasks
$9,628
Best for
creative work
One API, smarter routing
Use Heraclaw to switch models without rebuilding OpenClaw.
This page is content SEO, but the point is practical: benchmark first, then route each OpenClaw task to the model that wins on cost, speed, or capability.
FAQ
What is the best AI model for OpenClaw right now?
Claude Opus 4.6 is the current best overall AI model for OpenClaw in this benchmark, with a 51.59% success rate across 60 real-world WildClawBench tasks.
Which AI model is best for coding tasks?
Claude Opus 4.6 is also the strongest model for coding tasks here, and it leads the benchmark's code-heavy agent workflows alongside strong productivity performance.
Which AI model is fastest?
Gemini 3.1 Pro is the fastest model in the current leaderboard at about 16.6 seconds average task time, which matters when you need lower-latency agent loops.
Which AI model is cheapest for API usage?
Step 3.5 Flash is the cheapest model in this dataset at roughly $1,667 per 1,000 tasks, while MiniMax M2.7 is the strongest value pick under $10 per task in Antoine's PRD framing.
How do Claude, GPT, and Gemini compare on real-world tasks?
Claude Opus 4.6 leads overall at 51.59%, GPT-5.4 is close at 50.34% and dominates pure-text tasks at 61.71%, while Gemini 3.1 Pro reaches 40.84% overall with the best speed profile in the top tier.
Why does this page recommend Heraclaw?
Heraclaw gives you one API path to these models, so you can route OpenClaw tasks to Claude, GPT, Gemini, DeepSeek, and others without rebuilding your stack every time the leaderboard changes.
Data attribution: Benchmark source is WildClawBench. This page uses a locally cached JSON snapshot so it stays fast and keeps working if the upstream HTML is unavailable.
Freshness: Last updated 47 hours ago. Dataset snapshot includes 14 models, 60 tasks, and 6 category groupings.