Batch reference price snapshot:Checking the declared provider-SLA boundary.Valid through ; historical after that instant.
Batch and multimodal economics
GPU batch job cost calculator
Turn your measured cluster throughput into time, total cloud cost and cost per task. Compare the scenario with exact Qwen3-VL MLPerf Offline and Server results without pretending that those results transfer to your workload.
- No estimated TFLOPS conversion
- Explicit retry and checkpoint overhead
- Published samples/s and queries/s kept distinct
Your measured scenario
Estimate one complete batch
A task can be an image, request, render frame or document only if your throughput measurement uses that same unit.
Complete every field with measured or planned inputs.
Before you commit
Test this estimate against the costs the calculator cannot know
A buyer-funded review challenges your assumptions against redacted quotes, capacity evidence, contract terms and excluded costs without changing the technical ranking.
Exact published system
Published Qwen3-VL batch reference economics
These 2 results cover 1 published systems from 1 matched cloud providers. Each result was re-priced at price-catalog generation only with the same provider, exact normalized GPU model and on demand market, then multiplied by that benchmark's published GPU count. This is a transparent reference calculation, not proof of identical topology, capacity or performance for another workload. The contributing price snapshot is valid through and remains visible as historical evidence afterward.
batchOffline
qwen3-vl-235b-a22b
$0.2229 / 1K samples
- Published result
- 78.28 Samples/s
- Reference time
- 12.78 s / 1K samples
- System
- 8× NVIDIA B300-SXM-270GB
- Cloud price match
- Nebius AI Cloud · B300
- Reference cluster rate
- $62.80 / h
- Reference yield @ $100 compute
- 448.72K samples
- Purchase model
- on demand
- Price observed
- 2026-09-09 22:35 UTC
- Capacity
- 8 GPUs available together: not verified
- Evidence
- 1 verified result
- Source revision
4d3916ac9cf4
F1_HIERARCHICAL: 0.7880721729948121
Inspect source evidence ↗batchServer
qwen3-vl-235b-a22b
$0.3864 / 1K queries
- Published result
- 45.15 Queries/s
- Reference time
- 22.15 s / 1K queries
- System
- 8× NVIDIA B300-SXM-270GB
- Cloud price match
- Nebius AI Cloud · B300
- Reference cluster rate
- $62.80 / h
- Reference yield @ $100 compute
- 258.83K queries
- Purchase model
- on demand
- Price observed
- 2026-09-09 22:35 UTC
- Capacity
- 8 GPUs available together: not verified
- Evidence
- 1 verified result
- Source revision
4d3916ac9cf4
F1_HIERARCHICAL: 0.7865237675409595
Inspect source evidence ↗Calculation
Formula you can audit
Seconds = tasks ÷ measured cluster tasks/second × (1 + overhead). Total cost = seconds ÷ 3,600 × GPUs × price per GPU-hour. Unit cost = total cost ÷ tasks.