What is the difference between DigitalOcean and Fireworks AI?

DigitalOcean and Fireworks AI are both cloud GPU providers offering different pricing models, features, and GPU availability. Use our comparison tool to see real-time pricing and feature differences.

Which is cheaper: DigitalOcean or Fireworks AI?

Pricing varies by GPU model and usage requirements. Check our real-time comparison table to find the best deals for your specific needs.

Can I switch between DigitalOcean and Fireworks AI?

Yes, both providers offer flexible cloud GPU services. However, consider factors like data transfer costs, setup time, and specific features when switching between providers.

How many GPU models are available for comparison?

We track pricing for 9 different GPU models across both DigitalOcean and Fireworks AI, with 0 models available from both providers.

DigitalOcean vs Fireworks AI

Compare GPU and LLM inference API pricing between DigitalOcean and Fireworks AI. Find the best rates for AI training, inference, and ML workloads.

DigitalOcean

Provider 1

GPUs Available

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Fireworks AI

Provider 2

GPUs Available

Visit Website

Comparison Overview

Total GPU Models

DigitalOcean GPUs

Fireworks AI GPUs

Direct Comparisons

GPU Pricing Comparison

Total GPUs: 9Both available: 0DigitalOcean: 9Fireworks AI: 0

Showing 9 of 9 GPUs

Last updated: 10/28/2026, 9:33:22 PM

GPU Model ↑	DigitalOcean Price	Fireworks AI Price	Price Diff ↕	Sources
H100 SXM 80GB VRAM • DigitalOcean	$4.41/hr★ Best	Not Available	—	DigitalOcean API
H100 SXM 80GB VRAM • DigitalOcean $4.41/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
H200 141GB VRAM • DigitalOcean	$4.47/hr★ Best	Not Available	—	DigitalOcean API
H200 141GB VRAM • DigitalOcean $4.47/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
HGX B300 288GB VRAM • DigitalOcean	$6.17/hr★ Best	Not Available	—	DigitalOcean API
HGX B300 288GB VRAM • DigitalOcean $6.17/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
L40S 48GB VRAM • DigitalOcean	$1.57/hr★ Best	Not Available	—	DigitalOcean API
L40S 48GB VRAM • DigitalOcean $1.57/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
MI300X 192GB VRAM • DigitalOcean	$2.59/hr★ Best	Not Available	—	DigitalOcean API
MI300X 192GB VRAM • DigitalOcean $2.59/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
MI325X 256GB VRAM • DigitalOcean	$3.80/hr★ Best	Not Available	—	DigitalOcean API
MI325X 256GB VRAM • DigitalOcean $3.80/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
MI355X 288GB VRAM • DigitalOcean	$4.50/hr★ Best	Not Available	—	DigitalOcean API
MI355X 288GB VRAM • DigitalOcean $4.50/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
RTX 4000 Ada 20GB VRAM • DigitalOcean	$0.76/hr★ Best	Not Available	—	DigitalOcean API
RTX 4000 Ada 20GB VRAM • DigitalOcean $0.76/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
RTX 6000 Ada 48GB VRAM • DigitalOcean	$1.57/hr★ Best	Not Available	—	DigitalOcean API
RTX 6000 Ada 48GB VRAM • DigitalOcean $1.57/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API

H100 SXM 80GB VRAM • DigitalOcean	$4.41/hr★ Best	Not Available	—	DigitalOcean API
H100 SXM 80GB VRAM • DigitalOcean $4.41/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
H200 141GB VRAM • DigitalOcean	$4.47/hr★ Best	Not Available	—	DigitalOcean API
H200 141GB VRAM • DigitalOcean $4.47/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
HGX B300 288GB VRAM • DigitalOcean	$6.17/hr★ Best	Not Available	—	DigitalOcean API
HGX B300 288GB VRAM • DigitalOcean $6.17/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
L40S 48GB VRAM • DigitalOcean	$1.57/hr★ Best	Not Available	—	DigitalOcean API
L40S 48GB VRAM • DigitalOcean $1.57/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
MI300X 192GB VRAM • DigitalOcean	$2.59/hr★ Best	Not Available	—	DigitalOcean API
MI300X 192GB VRAM • DigitalOcean $2.59/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
MI325X 256GB VRAM • DigitalOcean	$3.80/hr★ Best	Not Available	—	DigitalOcean API
MI325X 256GB VRAM • DigitalOcean $3.80/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
MI355X 288GB VRAM • DigitalOcean	$4.50/hr★ Best	Not Available	—	DigitalOcean API
MI355X 288GB VRAM • DigitalOcean $4.50/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
RTX 4000 Ada 20GB VRAM • DigitalOcean	$0.76/hr★ Best	Not Available	—	DigitalOcean API
RTX 4000 Ada 20GB VRAM • DigitalOcean $0.76/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API
RTX 6000 Ada 48GB VRAM • DigitalOcean	$1.57/hr★ Best	Not Available	—	DigitalOcean API
RTX 6000 Ada 48GB VRAM • DigitalOcean $1.57/hour Updated: 10/28/2026 ★Best Price Not Available DigitalOcean API

LLM API Pricing Comparison

Total models: 55Both available: 4DigitalOcean: 55Fireworks AI: 4

Showing 15 of 55 models

Prices per 1M tokens · Last updated: 10/28/2026, 9:33:21 PM

Model ↑	DigitalOcean	Fireworks AI	Input Diff ↕
Claude Fable 5 Anthropic	$10.00 in $50.00 out	Not available	—
Claude Fable 5.1 Anthropic	$10.00 in $50.00 out	Not available	—
Claude Haiku 4.5 Anthropic	$1.00 in $5.00 out	Not available	—
Claude Haiku 5.5 Anthropic	$0.100 in $0.500 out	Not available	—
Claude Opus 4.5 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 4.6 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 4.7 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 4.8 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 5 Anthropic	$5.00 in $25.00 out	Not available	—
Claude Opus 5.5 Anthropic	$4.00 in $20.00 out	Not available	—
Claude Sonnet 4.5 Anthropic	$3.00 in $15.00 out	Not available	—
Claude Sonnet 4.6 Anthropic	$3.00 in $15.00 out	Not available	—
Claude Sonnet 5 Anthropic	$2.00 in $10.00 out	Not available	—
Claude Sonnet 5.5 Anthropic	$2.00 in $10.00 out	Not available	—
DeepSeek V3.2 DeepSeek	$0.500 in $1.60 out	Not available	—

Features Comparison

DigitalOcean

GPU Droplets
On-demand NVIDIA and AMD GPU instances with per-hour billing and no long-term contracts.
One-Click ML Frameworks
Pre-configured images with PyTorch, TensorFlow, and CUDA for immediate productivity.
Integrated Platform
GPU Droplets work seamlessly with DigitalOcean's networking, storage, and managed databases.
Simple Pricing
Transparent per-hour pricing with no hidden fees or complex instance families.

Fireworks AI

100+ Open-Source Models
Text, vision, audio, image, and embedding models, including recent releases such as Kimi K3, GLM 5.2, DeepSeek V4, MiniMax M3, and Qwen3.7 Plus
Blazing Fast Inference
Inference engine focused on throughput and latency
Fine-Tuning Suite
SFT, DPO, and reinforcement fine-tuning of models up to 1T+ parameters, from guided runs through writing your own trainer and RL loop
OpenAI- and Anthropic-Compatible API
Drop-in replacement for closed-model APIs - change the base URL to migrate, with the same SFT data format for fine-tuning
On-Demand GPUs
H100, H200, B200, B300, and GB300 deployments with per-second billing and autoscaling
Batch Processing
Async bulk inference jobs run at scale for less than standard serverless requests

Pros & Cons

DigitalOcean

Advantages

Simple, transparent pricing with no surprises
Wide GPU selection including H100, H200, L40s, and AMD MI300X
No long-term commitments required
Well-known developer platform with strong community

Considerations

Newer to GPU cloud compared to specialized providers
Some high-end SKUs (MI325X, B300) require sales contact
Limited GPU data center regions

Fireworks AI

Advantages

Low-latency inference with a focus on response times
Easy-to-use API with OpenAI and Anthropic compatibility
Wide variety of optimized open-source models
Discounted pricing for cached tokens and batch inference

Considerations

Limited capacity with some serverless model limits
Primarily focused on language models over image/video generation
BYOC only available for major enterprise customers

Compute Services

DigitalOcean

Fireworks AI

Pricing Options

DigitalOcean

Fireworks AI

Serverless Inference

Pay-per-token pricing across Standard, Priority, and Fast serverless tiers with postpaid billing and no cold starts

Cached tokens

Cached input tokens billed at a reduced rate on supported models

Batch processing

Async bulk inference billed at a discount to standard serverless requests

Embeddings

Embedding models billed per 1M input tokens, tiered by model parameter count

Fine Tuning

Supervised and preference fine tuning billed per 1M training tokens with LoRA or full-parameter options; reinforcement fine tuning billed per GPU hour

Serverless Training API

Shared always-on trainer pool for LoRA training with no provisioning or idle cost, billed per token prefilled, sampled, and trained

On-demand GPUs

Per-second billing for H100, H200, B200, B300, and GB300 GPU deployments with no start-up charges; region-restricted deployments in the US or Europe are priced at 1.25x the standard rate

Reserved capacity

Guaranteed capacity with higher rate limits and earliest access to new hardware, arranged through sales

Getting Started

DigitalOcean

Get Started

1
Create an Account
Sign up at digitalocean.com and verify your account.
2
Create a GPU Droplet
Select GPU Droplets from the Create menu, choose your GPU type and configuration.
3
Choose an Image
Select a pre-configured AI/ML image or a base OS image.
4
Launch and Connect
Launch your GPU Droplet and connect via SSH to start working.

Fireworks AI

Get Started

1
Explore Model Library
Browse 100+ models at fireworks.ai/models
2
Test in Playground
Experiment with prompts interactively without coding
3
Generate API Key
Create an API key from user settings in your account
4
Make first API call
Use OpenAI-compatible endpoints or Fireworks SDK
5
Scale to production
Transition to on-demand GPU deployments for production workloads

Support & Global Availability

DigitalOcean

Global Regions

GPU Droplets are available in select US data centers with expansion planned.

Support

24/7 support via ticket system, extensive documentation, and active community forums.

Fireworks AI

Global Regions

18+ global regions across 8 cloud providers with multi-region deployments and BYOC support for enterprise

Support

Documentation, Discord community, status page, email support, and dedicated enterprise support with SLAs