Deployment guide

Cheapest way to deploy Qwen2.5-VL-72B-Instruct in 2026

9 providers compared. API token-pricing, dedicated capacity, and rented GPU costs side-by-side, normalized to monthly cost.

Cheapest API

$0.250 / 1M input tokens

at Nebius

Cheapest GPU rental

$1.13 / hour

at Azure on RTX PRO 6000

9 providers compared

ProviderRegionQuantizationSource
Nebius
Finlandfp832k$0.250$0.750Source ↗
OVHcloud
Francefp833k$1.01$1.01Source ↗

API vs. GPU rental

The crossover point at which renting a GPU full-time becomes cheaper than paying per token: ~54M tokens/day.

Monthly cost vs. daily token volume — Nebius API vs. Azure GPU rental for Qwen2.5-VL-72B-InstructAPI cost (blue line) scales linearly with token volume; GPU rental (green line) is a flat ~$814 per month. They cross at roughly 54M tokens/day, the break-even point.$0$5.0k$10k$15k10k100k1M10M100M1BBreak-even · 54M/dayAPI (Nebius)GPU (Azure)Tokens per day (log scale)Monthly cost (USD)

Top 5 cheapest for your workload

Adjust the assumptions below — token volume, input/output ratio, days and hours of usage — to see how the cheapest options shift.

Your workload

Tokens vol.
1M1B
Input / Output
100% Input100% Output
Active days / mo
1 day30 days
Active hours / day
1 hr24 hrs
Cache hit rate
0%100%
Batch APIs
RankProviderPricingHardwareMonthly
#1
Azure
GPU · On-demandRTX PRO 6000$814
#2
Nebius
API$975
#3
Verda
GPU · On-demandRTX A6000$1.41k
#4
OVHcloud
API$1.51k
#5
Nebius
GPU · On-demandH100 SXM$2.12k

View full results with your assumptions →

Qwen2.5-VL-72B-Instruct at a glance

VRAM (native precision)
147 GB
Parameters
73.4108B
Native precision
bf16
Context length
License
other
Knowledge cutoff
Modalities
text, vision
Access type
Open source
EU developed
Origin country

A second opinion on the data

Hardware footprint

Qwen2.5-VL-72B-Instruct is a 73.4108B-parameter model that needs 147 GB VRAM at bf16 when self-hosted at native precision (needs 2x H100). Quantization to int8 typically halves the VRAM requirement; int4 quarters it, at modest accuracy cost. 9 GPU rental providers in nfer's index currently offer hardware that fits this model at native precision.

Cheapest path today

For Qwen2.5-VL-72B-Instruct: The cheapest API offering is Nebius at $0.25/1M input + $0.75/1M output tokens. The cheapest GPU rental that fits the model is Azure on RTX PRO 6000 at $1.13/hour. The break-even point between paying per token and renting a GPU depends on your daily volume — see the chart above.

Licensing and fit

Released under the other license, Qwen2.5-VL-72B-Instruct ships with a context length not specified; open-source weights are publicly available.

Common questions

  • What's the cheapest way to host Qwen2.5-VL-72B-Instruct?
    The cheapest API option for Qwen2.5-VL-72B-Instruct in nfer's index is Nebius at $0.250/1M input + $0.750/1M output tokens. For self-hosted workloads, the cheapest GPU rental that fits is Azure on RTX PRO 6000 at $1.13/hour. The right choice depends on your daily token volume — see the break-even chart on this page.
  • How much VRAM does Qwen2.5-VL-72B-Instruct need?
    Qwen2.5-VL-72B-Instruct 147 GB at native precision; roughly 74 GB at int8 and 37 GB at int4. Native precision is bf16. Quantization roughly halves (int8) or quarters (int4) the VRAM footprint at modest accuracy cost.
  • Can I use Qwen2.5-VL-72B-Instruct commercially?
    Released under other. Most permissive open-source licenses allow commercial use; confirm specific clauses with the publisher before deploying.
  • What's the difference between API and GPU rental for Qwen2.5-VL-72B-Instruct?
    Token-priced API providers (like Nebius) bill per million input/output tokens — best for low or bursty volume. Renting a GPU (e.g. Azure at $1.13/hour) is a flat ~$813.60/month regardless of usage — better economics once you sustain enough tokens per day to justify the fixed cost. The break-even chart on this page shows the exact crossover point.
  • Is Qwen2.5-VL-72B-Instruct available with EU data residency?
    Qwen2.5-VL-72B-Instruct is not a European-developed model. 3 EU-owned providers offer hosting in nfer's index — filter on EU sovereignty in the comparator to see them.

Prices last updated · 2026-04-30