This page uses opencode/claude-sonnet-4-6 as the comparison baseline. Every chart and table below is intended to answer the same question: where this model leads, where it lags, and what it costs in quality, time, and request pressure.
These charts use opencode/claude-sonnet-4-6 as zero. Positive bars mean other models are above the baseline on that metric; negative bars mean they trail it.
Use this to decide whether another model beats opencode/claude-sonnet-4-6 enough to justify the change.
| Model | Composite | Delta vs baseline | Success | Success delta | ORPT | ORPT delta | Cost | Cost delta | Wall time |
|---|---|---|---|---|---|---|---|---|---|
| opencode/gpt-5.4-nano | 0.789 | +0.197 | 85% | +7% | 15.17 | -1.25 | $0.4215 | -$11.4190 | 27m 33s |
| opencode/kimi-k2.5 | 0.785 | +0.192 | 89% | +11% | 14.25 | -2.18 | $0.9122 | -$10.9283 | 41m 05s |
| opencode/claude-opus-4-6 | 0.67 | +0.077 | 89% | +11% | 14.88 | -1.55 | $21.8757 | +$10.0351 | 40m 04s |
| opencode/glm-5 | 0.623 | +0.03 | 78% | +0% | 11.57 | -4.86 | $6.4339 | -$5.4066 | 20m 10s |
| opencode/big-pickle | 0.615 | +0.022 | 67% | -11% | 15.39 | -1.04 | $0.0000 | -$11.8406 | 36m 28s |
| opencode/gpt-5.4 | 0.609 | +0.016 | 78% | +0% | 11.00 | -5.43 | $8.9827 | -$2.8579 | 32m 47s |
| opencode/claude-sonnet-4-6 Baseline | 0.593 | +0.0 | 78% | +0% | 16.43 | +0.00 | $11.8406 | +$0.0000 | 42m 31s |
| opencode/glm-5.1 | 0.547 | -0.046 | 67% | -11% | 12.06 | -4.37 | $1.8816 | -$9.9589 | 64m 39s |
| opencode/minimax-m2.5 | 0.481 | -0.112 | 56% | -22% | 18.87 | +2.44 | $0.6413 | -$11.1993 | 32m 15s |
| opencode/gpt-5.4-mini | 0.425 | -0.168 | 48% | -30% | 9.54 | -6.89 | $1.0606 | -$10.7800 | 21m 48s |
| opencode/minimax-m2.5-free | 0.415 | -0.178 | 59% | -19% | 16.19 | -0.24 | $0.0000 | -$11.8406 | 41m 34s |
| opencode/gemini-3-flash | 0.415 | -0.178 | 59% | -19% | 21.81 | +5.38 | $2.4307 | -$9.4099 | 62m 52s |
| opencode/gemini-3.1-pro | 0.291 | -0.302 | 37% | -41% | 12.70 | -3.73 | $5.8536 | -$5.9869 | 51m 25s |
| opencode/nemotron-3-super-free | 0.181 | -0.411 | 26% | -52% | 19.43 | +3.00 | $0.0000 | -$11.8406 | 109m 00s |
This table puts the most revealing tasks first: unsolved tasks, single-solver tasks, and tasks where the baseline trails the winner by a meaningful margin.
| Task | Field read | Baseline result | Winner | Gap to winner | Baseline cost | Baseline time |
|---|---|---|---|---|---|---|
| SELinux registry volume label repair | Clear separation | failed | opencode/kimi-k2.5 1.0 |
1.0 | $0.4442 | 54s |
| Kubernetes rollout repair | Clear separation | failed | opencode/gpt-5.4-mini 1.0 |
1.0 | $0.3864 | 42s |
| ExternalDNS RFC2136 repair | Competitive split | failed | opencode/kimi-k2.5 0.982 |
0.982 | $0.2057 | 5m 01s |
| Docker Compose observability fix | Competitive split | failed | opencode/gpt-5.4-nano 0.975 |
0.975 | $0.4126 | 53s |
| CNPG restore manifest repair | Competitive split | dnf | opencode/big-pickle 0.964 |
0.964 | $0.2644 | 5m 00s |
| Workspace runtime access convergence | Competitive split | failed | opencode/gpt-5.4-nano 0.932 |
0.932 | $0.1763 | 5m 01s |
| RHEL k3s node preparation repair | Competitive split | passed | opencode/gpt-5.4-nano 1.0 |
0.252 | $0.6228 | 1m 31s |
| Event status shell summary | Competitive split | passed | opencode/big-pickle 1.0 |
0.239 | $0.3380 | 33s |
| nftables router ingress repair | Competitive split | passed | opencode/gpt-5.4-nano 0.98 |
0.238 | $0.4760 | 1m 06s |
| Workspace transplant bundle repair | Competitive split | passed | opencode/big-pickle 0.985 |
0.237 | $0.4336 | 1m 24s |
| K3s registry mirror trust repair | Competitive split | passed | opencode/big-pickle 1.0 |
0.234 | $0.3419 | 26s |
| Terraform static site repair | Competitive split | passed | opencode/kimi-k2.5 0.978 |
0.207 | $0.4026 | 34s |
| Bootstrap phase validation repair | Competitive split | passed | opencode/kimi-k2.5 0.993 |
0.206 | $0.5790 | 1m 24s |
| RHEL NetworkManager bridge VLAN repair | Competitive split | passed | opencode/gpt-5.4-nano 0.951 |
0.205 | $0.5330 | 57s |
| Ansible nginx role completion | Competitive split | passed | opencode/big-pickle 0.963 |
0.203 | $0.3992 | 42s |
| GitOps workspace render validation | Competitive split | passed | opencode/big-pickle 0.941 |
0.202 | $0.5677 | 3m 09s |
| Build workspace plane convergence | Competitive split | passed | opencode/gpt-5.4-nano 0.942 |
0.198 | $0.5629 | 2m 07s |
| MCP OpenBao contract repair | Competitive split | passed | opencode/big-pickle 0.954 |
0.195 | $0.5186 | 56s |
| Log level rollup shell script | Competitive split | passed | opencode/big-pickle 0.965 |
0.187 | $0.3619 | 32s |
| Kubernetes OIDC RBAC repair | Competitive split | passed | opencode/gpt-5.4-nano 0.95 |
0.181 | $0.5007 | 1m 15s |
| Pre-ArgoCD bootstrap sequencing | Competitive split | passed | opencode/gpt-5.4-nano 0.967 |
0.175 | $0.4631 | 1m 16s |
| Wildcard TLS route coverage | Competitive split | passed | opencode/kimi-k2.5 0.929 |
0.172 | $0.4915 | 1m 08s |
| Log audit shell script | Competitive split | passed | opencode/gpt-5.4-nano 0.935 |
0.169 | $0.3782 | 45s |
| MetalLB ingress address pool repair | Competitive split | passed | opencode/gpt-5.4-nano 0.928 |
0.169 | $0.5138 | 1m 20s |
| RHEL edge firewalld router repair | Competitive split | passed | opencode/gpt-5.4-nano 0.953 |
0.168 | $0.4893 | 1m 27s |
| AppArmor dnsmasq profile repair | Competitive split | passed | opencode/gpt-5.4-nano 0.918 |
0.164 | $0.5205 | 1m 18s |
| Traefik forwarded header trust repair | Competitive split | passed | opencode/kimi-k2.5 0.913 |
0.141 | $0.4565 | 1m 10s |
Pairwise task wins and top-line deltas show whether a challenger truly beats the baseline or just looks cheaper or faster in isolation.
| Challenger | Task record | Composite edge | Success edge | Cost edge | Time edge | ORPT edge |
|---|---|---|---|---|---|---|
| opencode/nemotron-3-super-free | 21-0 6 ties |
+0.411 | +52% | +$11.8406 | -66m 30s | -3.00 |
| opencode/gemini-3.1-pro | 15-8 4 ties |
+0.302 | +41% | +$5.9869 | -8m 54s | +3.73 |
| opencode/gpt-5.4-nano | 1-23 3 ties |
-0.197 | -7% | +$11.4190 | +14m 58s | +1.25 |
| opencode/kimi-k2.5 | 3-24 0 ties |
-0.192 | -11% | +$10.9283 | +1m 26s | +2.18 |
| opencode/minimax-m2.5-free | 21-4 2 ties |
+0.178 | +19% | +$11.8406 | +57s | +0.24 |
| opencode/gemini-3-flash | 21-4 2 ties |
+0.178 | +19% | +$9.4099 | -20m 21s | -5.38 |
| opencode/gpt-5.4-mini | 10-13 4 ties |
+0.168 | +30% | +$10.7800 | +20m 42s | +6.89 |
| opencode/minimax-m2.5 | 8-14 5 ties |
+0.112 | +22% | +$11.1993 | +10m 16s | -2.44 |
| opencode/claude-opus-4-6 | 18-7 2 ties |
-0.077 | -11% | -$10.0351 | +2m 26s | +1.55 |
| opencode/glm-5.1 | 8-18 1 ties |
+0.046 | +11% | +$9.9589 | -22m 09s | +4.37 |
| opencode/glm-5 | 7-18 2 ties |
-0.03 | +0% | +$5.4066 | +22m 20s | +4.86 |
| opencode/big-pickle | 5-18 4 ties |
-0.022 | +11% | +$11.8406 | +6m 02s | +1.04 |
| opencode/gpt-5.4 | 7-19 1 ties |
-0.016 | +0% | +$2.8579 | +9m 43s | +5.43 |
The benchmark result only matters in context: this section pairs the observed benchmark outcome with the catalog metadata and operating characteristics behind it.
OpenRouter reference blend for anthropic/claude-opus-4.6-fast is 60 USD per 1M tokens using a 3:1 input:output mix.