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
Provider rate cards
9 providers compared
| Provider | Hardware | Region | Commitment | Source | |||
|---|---|---|---|---|---|---|---|
| RTX PRO 6000 | 2 | 96 | Multiple regions | $1.13 | On-demand | Source ↗ | |
| RTX A6000 | 4 | 48 | Finland | $1.96 | On-demand | Source ↗ | |
| H100 SXM | 8 | 80 | Netherlands | $2.95 | On-demand | Source ↗ | |
| RTX 6000 Ada | 4 | 48 | Finland | $3.31 | On-demand | Source ↗ | |
| RTX PRO 6000 | 2 | 96 | Finland | $3.38 | On-demand | Source ↗ | |
| H200 SXM | 8 | 141 | Netherlands | $3.50 | On-demand | Source ↗ | |
| L40S | 4 | 48 | Finland | $3.66 | On-demand | Source ↗ | |
| B200 SXM | 1 | 192 | Finland | $4.89 | On-demand | Source ↗ | |
| A100 SXM | 4 | 80 | Finland | $5.16 | On-demand | Source ↗ | |
| B200 SXM | 8 | 192 | Netherlands | $5.50 | On-demand | Source ↗ | |
| B300 SXM | 8 | 288 | Netherlands | $6.10 | On-demand | Source ↗ | |
| B200 SXM | 1 | 192 | United States | $6.69 | On-demand | Source ↗ | |
| H200 SXM | 2 | 141 | Finland | $6.78 | On-demand | Source ↗ | |
| B300 SXM | 1 | 288 | Finland | $6.99 | On-demand | Source ↗ | |
| L4 | 8 | 24 | France | $7.02 | On-demand | Source ↗ | |
| L40S | 4 | 48 | France | $8.43 | On-demand | Source ↗ | |
| H100 SXM | 4 | 80 | Finland | $9.16 | On-demand | Source ↗ | |
| B200 SXM | 1 | 192 | United States | $9.95 | On-demand | Source ↗ | |
| L40 | 8 | 48 | United States | $10.00 | On-demand | Source ↗ | |
| L40S | 4 | 48 | Multiple regions | $10.49 | On-demand | Source ↗ | |
| H100 SXM | 4 | 80 | France | $14.01 | On-demand | Source ↗ | |
| A100 SXM | 4 | 80 | France | $14.39 | On-demand | Source ↗ | |
| A100 | 4 | 80 | Multiple regions | $14.69 | On-demand | Source ↗ | |
| A10 | 8 | 24 | Multiple regions | $16.29 | On-demand | Source ↗ | |
| L4 | 8 | 24 | Multiple regions | $16.69 | On-demand | Source ↗ | |
| L40S | 8 | 48 | United States | $18.00 | On-demand | Source ↗ | |
| RTX PRO 6000 | 8 | 96 | United States | $20.00 | On-demand | Source ↗ | |
| A100 | 8 | 80 | United States | $21.60 | On-demand | Source ↗ | |
| A100 SXM | 8 | 80 | Multiple regions | $23.72 | On-demand | Source ↗ | |
| A100 SXM | 8 | 80 | Multiple regions | $27.20 | On-demand | Source ↗ | |
| GB200 | 4 | 192 | United States | $42.00 | On-demand | Source ↗ | |
| H100 SXM | 8 | 80 | United States | $49.24 | On-demand | Source ↗ | |
| H200 SXM | 8 | 141 | United States | $50.44 | On-demand | Source ↗ | |
| H100 SXM | 8 | 80 | Multiple regions | $55.04 | On-demand | Source ↗ | |
| MI300X | 8 | 192 | Multiple regions | $57.60 | On-demand | Source ↗ | |
| H200 SXM | 8 | 141 | Multiple regions | $63.30 | On-demand | Source ↗ | |
| B200 SXM | 8 | 192 | United States | $68.80 | On-demand | Source ↗ | |
| H200 SXM | 8 | 141 | Multiple regions | $84.80 | On-demand | Source ↗ | |
| H100 SXM | 8 | 80 | Multiple regions | $88.49 | On-demand | Source ↗ | |
| GB200 | 2 | 192 | Multiple regions | $108.16 | On-demand | Source ↗ |
Break-even chart
API vs. GPU rental
The crossover point at which renting a GPU full-time becomes cheaper than paying per token: ~54M tokens/day.
Your monthly cost
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.
| Rank | Provider | Pricing | Hardware | Monthly |
|---|---|---|---|---|
| #1 | GPU · On-demand | RTX PRO 6000 | $814 | |
| #2 | API | — | $975 | |
| #3 | GPU · On-demand | RTX A6000 | $1.41k | |
| #4 | API | — | $1.51k | |
| #5 | GPU · On-demand | H100 SXM | $2.12k |
Spec sheet
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
- —
Why these numbers
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.
FAQ
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