Cost & Efficiency
Local vs Cloud Cost
Compare estimated monthly local GPU ownership, cloud GPU rental, and public API token costs for common AI workloads.
How to use this dashboard
Compare estimated monthly local GPU ownership, cloud GPU rental, and public API token costs for common AI workloads.
Use this estimator to compare when local hardware, rented GPUs, or API calls may become more economical for your workload.
Local vs Cloud Cost
12 records| Llama-class 8B local assistant | Light internal chatbot / content helper | ~5-8 GB quantized | 25,000,000 | 78 | 115 | 10 | API is cheaper at low volume; local wins for privacy/offline workflows | Estimate |
| Qwen/Gemma-class 7B-12B model | High-volume summarization or classification | ~6-12 GB quantized | 250,000,000 | 92 | 180 | 100 | Close call; local becomes attractive when utilization is steady | Estimate |
| Llama/Qwen-class 70B model | Research assistant / advanced reasoning workload | ~35-50 GB quantized | 150,000,000 | 415 | 720 | 180 | API often wins unless you need control, batching, privacy, or constant utilization | Estimate |
| Embedding / reranking model | Search index refresh + retrieval scoring | ~1-8 GB | 500,000,000 | 55 | 90 | 65 | Local can win when batches are predictable and latency is not critical | Estimate |
| Frontier closed model API | Premium reasoning / coding answers | Closed model | 50,000,000 | Not available | Not comparable | 750 | No true local equivalent; compare by outcome quality, not only cost | Directional |
| Public model and pricing catalog | API baseline comparison from pricing dashboard data | API hosted / not local metadata | 100,000,000 | Estimate separately | Estimate separately | 0 | Use this as the API-cost side of the local-vs-cloud comparison. | Pricing-derived |
| Public model and pricing catalog | Open-weight local/cloud candidate | Check model card | 100,000,000 | User-estimated | Marketplace-estimated | If hosted API exists | Strong local/cloud candidate if usage is steady and privacy/control matter. | Model metadata |
| Pareto Code Router | API baseline comparison from Phase 1 pricing data | API hosted / not local metadata | 100,000,000 | Estimate separately | Estimate separately | -100,000,000 | Use this as the API-cost side of the local-vs-cloud comparison. | Pricing-derived |
| Body Builder (beta) | API baseline comparison from Phase 1 pricing data | API hosted / not local metadata | 100,000,000 | Estimate separately | Estimate separately | -100,000,000 | Use this as the API-cost side of the local-vs-cloud comparison. | Pricing-derived |
| NVIDIA: Nemotron 3 Nano Omni (free) | API baseline comparison from Phase 1 pricing data | API hosted / not local metadata | 100,000,000 | Estimate separately | Estimate separately | 0 | Use this as the API-cost side of the local-vs-cloud comparison. | Pricing-derived |
| Poolside: Laguna XS.2 (free) | API baseline comparison from Phase 1 pricing data | API hosted / not local metadata | 100,000,000 | Estimate separately | Estimate separately | 0 | Use this as the API-cost side of the local-vs-cloud comparison. | Pricing-derived |
| Poolside: Laguna M.1 (free) | API baseline comparison from Phase 1 pricing data | API hosted / not local metadata | 100,000,000 | Estimate separately | Estimate separately | 0 | Use this as the API-cost side of the local-vs-cloud comparison. | Pricing-derived |