Claude effective rate22.0% lower
Range 20–30% lowerInput + output combined across official and cloud-provider routes
Global inference supply
Inference supply monitor for wallet execution.
Track authorized inference supply signals that let Quotaflow agents auto-bid, reserve discounted resources, and steer wallet routes across AWS, Azure, OpenAI, Anthropic, GCP, Google, ByteDance, Zhipu AI, Moonshot AI, and official regional partners.
Models from leading AI labs
Live supply board
LLM cost optimization before the wallet routes.
A single monitor surface for 24h partner pricing movement, agent bidding thresholds, discount-lock signals, AI spend management, route-health refreshes, and model-family supply rows. Backend jobs can hydrate every value from verified quotes and route checks.
Refreshing every 8s
GPT effective rate28.0% lower
Range 20–30% lowerInput + output combined across OpenAI and Azure OpenAI
Gemini effective rate26.0% lower
Range 20–30% lowerInput + output combined across GCP and Google channels
Image effective rate25.0% lower
Range 20–30% lowerWhole-run combined rate across Image2 and Nano Banana
Video effective rate24.0% lower
Range 20–30% lowerWhole-job combined rate across video workloads
| Model family | Authorized partners | Wholesale signal | 24h effective rate | Status |
|---|---|---|---|---|
Claudeanthropic:claude-*Separates AWS Claude, Anthropic Claude, and dedicated partner capacity. | AWS BedrockAnthropic directauthorized regional partners | Input + output combined rate after committed-use terms, official credits, and compensation-adjusted quotes. | 22.0% lowerRange 20–30% lower | Tracking |
GPTopenai:gpt-*Keeps official direct and Azure OpenAI channels distinct. | OpenAIAzure OpenAIapproved enterprise resellers | Input + output combined rate from enterprise tiers, Azure commitments, credits, and verified compensation. | 28.0% lowerRange 20–30% lower | Tracking |
Geminigoogle:gemini-*Includes TTFT, stream stability, and endpoint compatibility notes. | GCP Vertex AIGoogle AI Studioauthorized local channels | Input + output combined rate from Vertex contracts, cloud credits, regional partner terms, and route checks. | 26.0% lowerRange 20–30% lower | Tracking |
GLMzhipu:glm-*Tracks GLM family capability, endpoint compatibility, and regional capacity. | Zhipu AIofficial regional partners | Input + output combined rate from official GLM channels, regional partner terms, and route checks. | 26.0% lowerRange 20–30% lower | Tracking |
Kimimoonshot:kimi-*Tracks long-context capability, stream stability, and official route provenance. | Moonshot AIKimi official channelsauthorized regional partners | Input + output combined rate from Kimi account paths, committed-use terms, and verified partner allocation. | 27.0% lowerRange 20–30% lower | Tracking |
Image2openai:gpt-image-2Checks token accounting, quality tier, edits, and advanced feature availability. | OpenAIAzure OpenAIofficial image partners | Whole-run combined rate after official discounts, credits, and make-good compensation. | 25.0% lowerRange 20–30% lower | Tracking |
Nano Bananagoogle:nano-bananaTracks quality tier, feature parity, and route downgrade risk. | GCP Vertex AIGoogle authorized partners | Whole-run combined rate from official image offers and region-specific partner quotes. | 25.0% lowerRange 20–30% lower | Tracking |
Seedance 2bytedance:seedance@2Watches upscale availability, inference tier, duration, and hidden downgrade risk. | ByteDanceofficial regional partners | Whole-job combined rate after prepaid terms, queue class, and compensation. | 24.0% lowerRange 20–30% lower | Tracking |
Veogoogle:veo-*Tracks region, queue latency, official model family, and failover capacity. | GCP Vertex AIGoogle authorized partners | Whole-job combined rate from video capacity offers, cloud commitments, and partner allocation terms. | 24.0% lowerRange 20–30% lower | Tracking |
No monitored supply matches this type.
Agent supply layer
Monitor, auto-bid,
and lock discounted inference resources.
Quotaflow is not just a monitor. The supply board feeds policy-bound agents that watch price movement, bid inside approved guardrails, and reserve discounted resources before production routes spend wallet balance.
Best
Inference supply monitor
Track official and authorized supply movement by model family, region, route health, and effective rate.
SignalMonitor
Supply signal watch
Agents watch wholesale offers, cloud commitments, partner allocations, and route health before spend moves.
AgentPolicy
Autonomous bidding guardrails
Set ceiling price, model quality, region, latency, and trust rules; agents only bid inside approved wallet policy.
BidAuto
Auto-bid execution
When supply clears the wallet threshold, agents can bid for qualified capacity before the route planner uses it.
LockSupply
Discounted resource locks
Lock discounted inference resources for production lanes so teams have predictable cost, capacity, and route provenance.
ProofAudit
Route proof before spend
Route audit keeps official, cloud, partner, and dedicated paths distinct so lower cost does not hide downgraded quality.
Wallet supply,
locked by agents.
Quotaflow agents watch authorized supply, bid inside approved thresholds, lock discounted inference resources, and route wallet spend toward better capacity. Teams can reserve pricing ahead of time to hedge model and capacity risk.
Model balances, key vault, supply monitor, route audit, activity ledger, and ROI evidence in one account.
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