Current opinion · observed usage
My current, manually ordered view of the models I use. The evidence below shows experience with a model—not objective model quality or proof that an opinion is correct.
Evidence generated:
The order below is set manually. Usage never changes the ranking automatically.
No models are ranked yet. Santiago will add rankings and bilingual opinions when ready.
Exact usage keys observed by Memex that do not belong to a manually ranked card.
openai-codex/gpt-5.6-sol openai-codex/gpt-5.6-terra opencode-go/kimi-k3 opencode-go/grok-4.5 opencode-go/qwen3.7-max openai-codex/gpt-5.6-luna openai/__unknown_model__ All published daily aggregates, collapsed by default to keep this page editorial.
| Date | Model | Sources | Usage events | Uncached input | Cache reads | Cache writes | Output | Reasoning subset | Total processed tokens | API-equivalent estimate | Cost coverage |
|---|---|---|---|---|---|---|---|---|---|---|---|
openai/__unknown_model__ | codex | 3 | 496 | 0 | 0 | 258 | 0 | 754 | $0.00 | 0% | |
openai-codex/gpt-5.6-luna | pi | 15 | 38,819 | 143,872 | 0 | 4,913 | 0 | 187,604 | $0.016537 | 100% | |
openai-codex/gpt-5.6-sol | pi | 263 | 1,656,602 | 42,293,248 | 0 | 114,135 | 0 | 44,063,985 | $40.508488 | 100% | |
openai-codex/gpt-5.6-terra | pi | 4 | 54,101 | 146,944 | 0 | 7,077 | 0 | 208,122 | $0.222515 | 100% | |
opencode-go/grok-4.5 | pi | 85 | 455,921 | 2,220,800 | 0 | 71,789 | 0 | 2,748,510 | $2.452976 | 100% | |
opencode-go/kimi-k3 | pi | 31 | 49,926 | 442,880 | 0 | 18,279 | 0 | 511,085 | $0.556827 | 100% | |
opencode-go/qwen3.7-max | pi | 67 | 402 | 1,404,284 | 248,245 | 38,078 | 0 | 1,691,009 | $1.764498 | 100% | |
openai-codex/gpt-5.6-luna | pi | 39 | 137,143 | 660,480 | 0 | 18,159 | 0 | 815,782 | $0.062429 | 100% | |
openai-codex/gpt-5.6-sol | pi | 467 | 2,518,113 | 55,515,648 | 0 | 146,380 | 0 | 58,180,141 | $47.177328 | 100% | |
openai-codex/gpt-5.6-terra | pi | 43 | 286,410 | 1,884,160 | 0 | 26,097 | 0 | 2,196,667 | $1.262816 | 100% | |
opencode-go/grok-4.5 | pi | 39 | 210,824 | 1,038,208 | 0 | 30,188 | 0 | 1,279,220 | $1.12188 | 100% | |
opencode-go/kimi-k3 | pi | 199 | 361,098 | 4,155,136 | 0 | 89,169 | 0 | 4,605,403 | $3.66737 | 100% | |
openai-codex/gpt-5.6-sol | pi | 1,770 | 11,995,950 | 235,969,792 | 0 | 927,735 | 0 | 248,893,477 | $213.287721 | 100% | |
openai-codex/gpt-5.6-terra | pi | 45 | 108,319 | 3,359,744 | 0 | 11,316 | 0 | 3,479,379 | $1.024379 | 100% | |
openai-codex/gpt-5.6-luna | pi | 2 | 24,780 | 24,064 | 0 | 161 | 0 | 49,005 | $0.00563 | 100% | |
openai-codex/gpt-5.6-sol | pi | 222 | 915,765 | 13,416,448 | 0 | 106,547 | 0 | 14,438,760 | $14.483459 | 100% | |
openai-codex/gpt-5.6-terra | pi | 15 | 142,281 | 1,223,680 | 0 | 24,039 | 0 | 1,390,000 | $0.817766 | 100% | |
openai-codex/gpt-5.6-luna | pi | 12 | 35,622 | 259,584 | 0 | 3,569 | 0 | 298,775 | $0.016599 | 100% | |
openai-codex/gpt-5.6-sol | pi | 931 | 5,213,509 | 83,482,112 | 0 | 399,689 | 0 | 89,095,310 | $79.799271 | 100% | |
openai-codex/gpt-5.6-terra | pi | 320 | 2,018,527 | 18,136,320 | 0 | 164,690 | 0 | 20,319,537 | $9.825248 | 100% | |
opencode-go/grok-4.5 | pi | 4 | 36,404 | 29,824 | 0 | 4,772 | 0 | 71,000 | $0.116352 | 100% | |
opencode-go/kimi-k3 | pi | 8 | 50,584 | 244,908 | 0 | 21,194 | 0 | 316,686 | $0.543134 | 100% | |
opencode-go/qwen3.7-max | pi | 55 | 320,679 | 882,816 | 0 | 34,075 | 0 | 1,237,570 | $1.498668 | 100% |
Every opinion on this page is written and ordered manually by Santiago. It is subjective, expected to change, and never calculated from tokens, cost, activity, or request volume.
Usage is self-reported evidence reconstructed from local agent logs by Memex. It shows familiarity with a model, not objective model quality. Only counters grouped by local calendar day and model are published.
Total processed tokens include uncached input, cache reads, cache writes, and output. Cache reads can dominate the total, so the token breakdown is shown separately.
Costs are analytical API-equivalent estimates reconstructed from local provider telemetry. They do not represent subscription charges, subscription quotas, invoices, or confirmed money paid.
Download the public evidence JSON View the source repository