Replicate vs PowerGPU at a glance
Replicate
Hosted models via API, Cog containers, billed per second of GPU time
PowerGPU
Fixed prices at market median × 0.70, crypto only, verified datacenters
| Replicate | PowerGPU | |
|---|---|---|
| Billing | Per second of GPU time metered per prediction; some models billed per output instead | Per second, no minimum, price locked at deploy |
| Payment | Card, debit card, or bank transfer, per Replicate's billing docs | Crypto only — USDT (TRC-20/ERC-20), BTC, XMR, LTC, ETH, TRX, SOL |
| Identity | Account signup; billing must be added once free-run limits are hit | Email + password. No KYC, no card, no stored IP addresses |
| Free credit | No blanket credit; a curated "Try for free" collection allows a limited number of runs on specific models before billing is required | None — every hour is ≥30% under the market median instead |
| Cheaper tier | None published — a flat per-second rate regardless of volume | Interruptible flat −50% (no auction) · reserved −35% (3+ months) |
| Regions | Not published — no region selection exposed to the user | 32 regions on 5 continents, verified datacenters only |
| Minimums | None; billed only for the seconds a prediction actually runs | None — 1× to 8× GPUs at the same per-GPU price |
| Storage | Not itemised — no user-facing volume product | $0.08/GB/month NVMe, volumes survive instances |
| Egress | Not itemised | $0.01/GB in and out, every region |
| Access | REST API and client SDKs (Python, Node, etc.) via Cog-packaged models; no SSH, no persistent VM | Containers or full KVM VMs, SSH, Jupyter, REST API, CLI, Python SDK |
Replicate column: as published on replicate.com on 2026-09-04. Details change — verify before you decide.
Replicate vs PowerGPU prices, GPU by GPU
Public on-demand list prices per GPU-hour on Replicate's pricing page (2026-09-04) against PowerGPU's fixed rates today — every PowerGPU price is the public marketplace median × 0.70, rounded down, re-checked weekly.
| GPU | Replicate list | PowerGPU on-demand | PowerGPU interruptible | Difference |
|---|---|---|---|---|
| Tesla T4 $0.000225/s | $0.81 | $0.103 | $0.051 | −87% on PowerGPU |
| L40S $0.000975/s | $3.51 | $0.514 | $0.257 | −85% on PowerGPU |
| A100 SXM4 80GB, form factor unspecified; $0.001400/s | $5.04 | $0.560 | $0.280 | −89% on PowerGPU |
| H100 SXM $0.001525/s | $5.49 | $1.428 | $0.714 | −74% on PowerGPU |
| H200 $0.001525/s — same listed rate as H100 | $5.49 | $2.791 | $1.395 | −49% on PowerGPU |
Configurations differ (node sizes, tiers, regions); the note beside each card says which Replicate price is quoted. Negative differences mean Replicate is cheaper on that card.
When to stay with Replicate
- You want to call a hosted model over an API without provisioning anything — thousands of ready-made public models are one request away.
- You publish your own model as a Cog container and want Replicate's hosting, versioning and API wrapper around it.
- Usage is genuinely spiky at the prediction level and you never want a machine sitting idle between calls.
Why teams switch to PowerGPU
- Per-GPU-hour equivalent: an H100 works out to $5.49/hr on Replicate's meter with no volume discount; PowerGPU fixes the same card at the public market median × 0.70.
- A machine you actually keep: SSH, Jupyter, persistent volumes, full root — Replicate has none of that, every prediction is a fresh container with no shell.
- Crypto payment with no KYC and no card on file, instead of Replicate's card or bank-transfer billing.
- Serverless endpoints here too, scale-to-zero and billed per second, but on a fixed published GPU rate rather than a per-model meter that varies by hardware tier.
Switching from Replicate: what maps to what
| On Replicate | On PowerGPU |
|---|---|
| Public or custom model via API | Serverless endpoint (bring the container — Cog images are OCI-compatible) |
| Prediction (per-second GPU meter) | Serverless endpoint, billed per second on the fixed GPU rate |
| Cog container | Any OCI image, on a serverless endpoint or an instance you keep running |
| Replicate API / client SDKs | powergpu CLI / REST API / Python SDK |
pip install powergpu
export POWERGPU_API_KEY=pg_live_… # console → API keys
powergpu launch --gpu tesla-t4 --template pytorch --disk 100 --volume data:/data
# ✓ instance i-52ab77c1 running (24.1s) · $0.103/hr · per second
powergpu stop i-52ab77c1 # billing ends this secondData moves the boring way: rsync or rclone from your Replicate machine to a PowerGPU volume, which then mounts on every future instance in seconds. Templates for PyTorch, vLLM, ComfyUI and Ollama are official images; anything else runs from its OCI reference.
A real month, costed
| Scenario | Replicate | PowerGPU |
|---|---|---|
| 1× Tesla T4, 730 hours on-demand | $591 | $75 |
| 1× Tesla T4, 8 h/day × 20 days | $130 | $16 |
| Same 160 hours, PowerGPU interruptible | — | $8 |
| 500 GB of storage, one month | Not itemised — no user-facing volume product | $40 |
Run your own schedule through the cost calculator — it adds storage and bandwidth and compares against the marketplace median.
Replicate alternative: FAQ
Is PowerGPU cheaper than Replicate?
Per GPU-hour equivalent, yes on every card compared: Replicate meters the H100 at $0.001525/s ($5.49/hr) and the A100 80GB at $0.001400/s ($5.04/hr), with no volume or reservation discount (checked 2026-09-04); PowerGPU fixes both at the public market median × 0.70.
Can I run my Cog model on PowerGPU?
Yes — a built Cog image is a standard OCI container; deploy it directly as a serverless endpoint, or on an instance if you want to keep the machine between calls.
Does PowerGPU bill per second like Replicate?
Serverless endpoints do, on a fixed per-GPU rate. Instances also bill per second, but you keep the machine running rather than paying per prediction.
Try the switch for the price of a coffee
Top up $40 in USDT or Monero, deploy the same image you run on Replicate, and benchmark it. No card, no KYC, per-second billing — stop it the minute you are done.
Replicate and its logo are trademarks of their owner, used here only to identify the compared service; PowerGPU is not affiliated with Replicate. NVIDIA GPU names are trademarks of NVIDIA Corporation.
