--- title: Token Factory: GPU-Fleet Scheduling for Tokens per Watt | SpinForge url: https://spin-forge.com/synthesis/token-factory description: GPU-fleet scheduling formulated as a QUBO to maximize tokens per watt. --- Synthesis / Layer 2 / J SPINFORGE / A GARMO LABS COMPANY # Token Factory GPU-fleet scheduling formulated as a QUBO to maximize tokens per watt. [Explore the family](https://spin-forge.com/synthesis) [Talk about your workload](https://spin-forge.com/contact) Customer outcome [Run AI more efficiently](https://spin-forge.com/platform/ai-serving) THE PRODUCT, IN PRACTICE ## Schedule the fleet for useful output per watt. Token Factory makes the GPU fleet’s scheduling choices part of an optimization objective: tokens per watt. Its role is distinct from inference request routing, memory placement and sovereign-policy enforcement. A customer measures useful output and power under an accepted quality and service target. BUILT FOR GPU operators, inference-platform teams and AI infrastructure providers. CHALLENGES PRODUCT RESPONSE ## The problem you face. What the product changes. YOUR CHALLENGE WITH TOKEN FACTORY 01 ### Raw utilization is not the only objective A busy fleet can still deliver an unfavorable amount of useful output per unit of power. Token Factory schedules the GPU fleet against its tokens-per-watt objective. 02 ### Independent resource choices can conflict The best choice for one job may not be the best fleet-wide allocation. The QUBO scheduling formulation evaluates the supported fleet decisions together. 03 ### Energy efficiency needs accepted service quality More tokens are not useful if a schedule misses latency or quality requirements. Define accepted output, power measurement and service constraints in the evaluation. WHAT YOU GET ## A defined capability. A useful result. 01 ### Fleet scheduling capability QUBO-based scheduling across the supported GPU environment. 02 ### Tokens-per-watt objective An explicit efficiency objective for the scheduling decision. 03 ### A distinct platform role Complement routing and placement rather than renaming those products. 04 ### A measured acceptance scope Specify power, useful throughput, quality and latency together. EXAMPLE CUSTOMER WORKFLOW ## Compare fleet scheduling policies An operator wants a scheduling policy assessed by useful token output and power. Illustrative customer use—not a new benchmark or completed customer deployment. 1. 01 Provide supported fleet/workload information and service requirements. 2. 02 Evaluate Token Factory’s schedule under the agreed environment. 3. 03 Compare useful throughput per watt and complete operational cost. FIT & ACCEPTANCE ## Start with the task. Agree the useful outcome. What you bring Fleet resources, workloads, power measurements, supported scheduling constraints and service targets. What a useful evaluation measures - + Useful tokens per watt at accepted quality - + Latency and throughput - + Scheduling and data-movement overhead Delivery License the selected capability, commission an implementation, or agree an operated service. Infrastructure and additional engineering are specified separately. QUESTIONS BEFORE BUYING ## A clear scope. A clear relationship. **What is the important boundary? − **Maximizing the modeled objective is the product purpose, not a claim of globally optimal production schedules or a guaranteed energy saving on every fleet. No multiplier is supplied in the table. **How is it priced? + **No new standalone price is supplied for this product; request a scoped proposal. The platform plans buy qualified workflows and capacity, not a second charge every time a compatible method is selected. Existing bundle inclusions do not expand automatically. **How do we get access? + **An existing product in the SpinForge portfolio. Request the release, available invocation interfaces and setup for your selected workflow; this publication does not invent executable commands or MCP tool names. PUT THE PRODUCT TO WORK ## Tell us what needs to improve. Bring a task, an accepted outcome and the environment in which the product needs to work. [Discuss this workflow ](https://spin-forge.com/contact?product=synthesis%2Ftoken-factory&brief=Product%3A+Token+Factory%0AOur+challenge%3A%0AOur+workload%2Finput%3A%0AExpected+result%3A%0AAcceptance%3A+Useful+tokens+per+watt+at+accepted+quality%3B+Latency+and+throughput%3B+Scheduling+and+data-movement+overhead%0AEnvironment+and+delivery+preference%3A%0A) PRODUCT RELATIONSHIPS ## Related, not interchangeable. [RELATED PRODUCT ### SpinRoute QUBO-based inference routing for supported cache-locality and mixture-of-experts load-balancing workflows.](https://spin-forge.com/spinroute) [RELATED PRODUCT ### SpinMem Optimal data-placement software for memory-bound LLM inference across L2, HBM, CXL and NVMe.](https://spin-forge.com/spinmem) [RELATED PRODUCT ### SpinSovereign Turnkey sovereign-AI infrastructure with supported compliance and placement rules expressed as QUBO constraints.](https://spin-forge.com/spinsovereign) [RELATED PRODUCT ### GridForge AI compute-fabric planning software that maps workloads against power, cooling, memory, network and silicon resources.](https://spin-forge.com/gridforge) [Synthesis ### Recursive Engine The synthesis meta-system through which its eleven products improve one another.](https://spin-forge.com/synthesis/recursive-engine) ONE PLATFORM ## Choose a qualified workflow. Select the capability you need directly or include its compatible role in a qualified platform workflow. Production scope identifies release, environment, capacity and support; a product count is not an entitlement. [Explore monthly plans](https://spin-forge.com/plans) [See the system connections](https://spin-forge.com/system-synergies/product-map) START WITH THIS PRODUCT Use the software directly or ask us to scope the implementation. [Software access](https://spin-forge.com/plans?product=synthesis/token-factory) [Have us do the work](https://spin-forge.com/contact?product=synthesis/token-factory&delivery=engineering)