LOCAL INFERENCE / ROI

When does local inference pay back?

Dual DGX Spark · DeepSeek-V4-Flash-0731 · U.S. reference prices

Estimated Cash payback

6.1months
Hardware and deployment investment
$9,449
Avoided API cost
$1,586 / month
Local cash cost
$47 / month
Monthly net cash savings
$1,538 / month

Deployment configuration

Quick adjust

GPU
2 × NVIDIA DGX Spark
Model
DeepSeek-V4-Flash-0731
Throughput
175 tok/s
Runtime
24.0 hours / day
Electricity
$0.14 / kWh
Full-load inference around the clock

Investment payback trend

Investment is paid at month zero; avoided API cost then accumulates after power and operations.

+$9,013 @ 12 month
0612 month
Cash position

Notes

  • Actual utilization can materially change savings and the payback period.
  • Electricity-price changes directly affect local cash cost and net savings.
  • API pricing or billing-rule changes can alter the avoidable API cost.
  • For DGX Spark deployments, keep the context length around 200,000 tokens to preserve response speed.
  • Model output may occasionally get stuck in a repetitive loop; stop and retry when needed.

Economic payback (including net resale)

Not enabled

Calculation basis

Cash payback

investment ÷ (avoided API − power − operations)

Economic payback (including net resale)

cumulative cash savings − investment + net resale at that month

API value of original demand
$1,586 / month
Output covered locally
453.60M output / month
Value still on API
$0 / month
Cash payback 6.1 months; economic payback Not enabled