State of Agent Spend

Public proof for when agents can safely land cheaper.

TokSuan is not a model marketplace. This page shows the control-plane view: policy-preview routing wins, provider-key coverage, and the privacy thresholds that will govern hosted aggregate telemetry once traffic is large enough to publish.

Preview mode

Not customer telemetry yet.

Numbers below come from TokSuan's public baseline policy artifact, not private hosted traffic. Hosted aggregate stats will appear only after privacy thresholds are met.

Policyv1.1777265133056
5task buckets in public policy
22models compared across buckets
6provider families covered
99%avg cheaper route among preview wins
Routing wins

The proof surface TokSuan owns.

See routing quality

OpenRouter ranks model demand. TokSuan ranks control-plane outcomes: which asked models have cheaper acceptable alternatives under the active quality policy. These examples are policy-preview candidates, not claims about your private traffic.

Asked model
Cheaper landed model
Bucket
Savings
Guardrail
claude-opus-4-7Anthropic
deepseek-v4-flashDeepSeek
code:hard
99%$0.0824 / sample
quality floor passed-0.03 quality delta
gpt-5.5OpenAI
deepseek-v4-flashDeepSeek
chat:medium
99%$0.0425 / sample
quality floor passed+0.00 quality delta
claude-opus-4-7Anthropic
deepseek-v4-flashDeepSeek
chat:medium
99%$0.0391 / sample
quality floor passed+0.00 quality delta
gpt-5.5OpenAI
gemini-2.5-flash-liteGoogle Gemini
code:medium
99%$0.006383 / sample
quality floor passed+0.00 quality delta
qwen3-next-80b-a3b-thinkingQwen / DashScope
gemini-2.5-flash-liteGoogle Gemini
code:medium
99%$0.003449 / sample
quality floor passed+0.00 quality delta
doubao-seed-2-0-pro-260215Doubao / Volcengine
deepseek-chatDeepSeek
chat:simple
99%$0.000763 / sample
quality floor passed+0.00 quality delta
qwen3-next-80b-a3b-thinkingQwen / DashScope
deepseek-chatDeepSeek
chat:simple
99%$0.000593 / sample
quality floor passed+0.00 quality delta
gpt-5.5OpenAI
deepseek-chatDeepSeek
chat:simple
99%$0.000497 / sample
quality floor passed+0.00 quality delta
Works with your keys

Provider coverage without token resale.

TokSuan routes, caps, and proves savings while your provider relationship stays yours. Bring the upstream keys you already use; TokSuan adds receipts and policy in the middle, not a token spread.

OpenAIAnthropicGoogleDeepSeekQwenDoubaoOpenRouter
Hosted + opt-in self-host aggregate telemetry

What becomes public only after privacy thresholds.

$ saved last 7 days

Only after enough projects share the same route pattern.

Agent loops blocked

Counts repeated fingerprints, never prompt bodies.

Prompt cache saved

Shows cache-control impact by tag, not raw content.

Models rejected by quality

A route can be cheap and still fail the guardrail.

Privacy rule for public stats

Aggregate rows from hosted traffic and opt-in self-host deployments stay private until every threshold below is met. When a route is too rare, the public page falls back to policy preview rather than exposing a customer-shaped signal.

5+Projects
3+Organizations
100+Requests
7Window
Control + proof layer

Many agent workloads overspend. Prove which turns can land cheaper.

Start with one request receipt, then promote routes only when the quality and budget evidence clears your bar.

Estimate firstStart freeOpenClaw guide