Analysis
What the new OpenRouter files show
Two Grok 4.7 heroes and two Gemini 4 Argon heroes on the MedicineMan Vertex account read one fact file and wrote the sections below. Tables use that same file. A missing number stays blank. Token totals stay the stored decimal strings, shown here with digit grouping. A token on one provider is not the same unit as a token on another.
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Tokens on 2026-10-27
Source: OpenRouter (openrouter.ai/rankings). License CC BY 4.0. Full series: or_rankings_daily.json. The file has no rows for 2025-06-15 or 2025-07-15.
| Model | Total tokens |
|---|
Lead model, last 14 days
| Date | Lead model | Lead tokens | Named tokens | Other tokens |
|---|
Apps, 2026-09-28 to 2026-10-27
Source: OpenRouter (openrouter.ai/apps). License CC BY 4.0. The popular board stops at rank 200. popular · trending
| Rank | App | Requests | Tokens |
|---|
Session cost
Median USD per session. Source: OpenRouter Data API, as of 2026-10-26T10:00:35.514Z. Window ended 2026-10-25. License CC BY 4.0. or_session_cost.json
| App | Model | Turns | Median USD |
|---|
Task mix, 7 days ending 2026-10-27
Shares are fractions from 0 to 1 of classified sampled traffic. Absolute volumes are not in this file. Source: OpenRouter (openrouter.ai/rankings). or_task_classifications.json
| Category | Usage share | Token share |
|---|
| Task | Usage share | Token share | Lead model |
|---|
Provider latency and throughput
OpenRouter endpoint list pulled 2026-10-27. Latency is milliseconds. Throughput is tokens per second. Status stays the integer from the API. The sqlite latency and throughput columns were empty when this was written. Full rows: or_provider_endpoints.json
| Model | Provider | Tag | Latency ms | Tokens/s | Uptime 1d | Status |
|---|
Catalog fill
Nonzero cells in the 508-row catalog. A thin column is not a ranking of every model.
| Field | Filled | Rows |
|---|
Hero write-ups
Grok 4.7 wrote usage and provider speed. Gemini 4 Argon on [email protected], project project-cc5302c9-190c-4cdf-87d, wrote coverage and the audit.
Grok 4.7 — usage, apps, session cost, task mix
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Grok 4.7 — provider latency and throughput
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Gemini 4 Argon — score coverage
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Gemini 4 Argon — audit
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