Serverless GPU Cloud · decision tool
Modal alternatives — ranked for your stack
Leaving Modal? The other GPU cloud options ranked at your usage, budget and constraints with verified dated pricing — plus when Modal is still the right call.
Prices verified 2026-07-17 against official pricing pages · fit weights are our estimates (see methodology) · share the URL to share your configuration
As of Jul 2026, with 50 H100-class GPU-hours/month, a $50 budget for this slot, RunPod Serverless ranks first for these inputs at 46% fit and a StackSays-estimated $227.50/month (Replicate: 46% fit, $274.50/month). Fit weights are our estimates; prices trace to official pages. Change any input below and the verdict recomputes.
Your situation
The verdict updates as you move these.
Toss-up — your priorities decide, not the tools
Big SKU menu, per-second billing — but flex workers cost ~57% more than RunPod's own pods
vs Replicate: fit 46% against 46%, est $227.50 against $274.50 per month — genuinely close; read both risk lists below
Comparing 6 tools head-to-head. Open the full field (7 options) →
The decision, in plain words
For a solo builder at 50 H100-class GPU-hours/month and a $50.00/mo budget for the GPU cloud slot, RunPod Serverless leads at 46% fit and $227.50/mo. The two rules doing the work: scale-to-zero (Serverless — you pay busy time only, idle costs nothing); ecosystem maturity (established — our estimate from ecosystem age, docs and hiring pool).
Replicate is a genuine coin-flip here (46% fit, $274.50/mo) — read both risk lists and pick the failure mode you prefer.
Honest weak spot of the pick: ~$227.5/mo is 455% of your $50/mo budget — over it.
Generated from the calculation above — every number traces to the sourced data; nothing here is written by an AI making things up.
Why RunPod Serverless scores 46%
How the $227.50/mo estimate is calculated
What could change this verdict
Cost risk
Official prices verified 2026-07-17; calculation is deterministic code over those prices.
At a glance
| Tool | Free tier | Paid entry | Verified |
|---|---|---|---|
| Beam | No free tier | Pay-as-you-go — $0.000986/sec = $3.55/hour (our ×3600 conversion); bills only while code runs, cold-start load time only; A100-80GB $2.25/hr, RTX 4090 $0.69/hr; CPU/RAM metered separately | 2026-07-17 |
| RunPod Serverless | No free tier | Pay-as-you-go — $4.55/hour serverless flex (their always-on pod H100 is $2.89/hr — the serverless premium is real); A100-80GB $2.72/hr, L40S-class $1.75/hr, cheapest 16GB SKUs $0.58/hr | 2026-07-17 |
| Replicate | No free tier | Pay-as-you-go — $0.001525/sec = $5.49/hour; A100-80GB $5.04/hr (≈2x Modal/Beam); T4 $0.81/hr; you're paying for the model-marketplace convenience, not raw compute value | 2026-07-17 |
| Baseten | No free tier | Pay-as-you-go — $0.10833/min = $6.50/hour (our ×60 conversion); H100 MIG 40GB $3.75/hr, A100-80GB $4.00/hr, T4 $0.63/hr; per-minute increments round short bursts up harder than per-second rivals | 2026-07-17 |
| Fal | No free tier | Pay-as-you-go — $3.99/hour list (the 'as low as $1.89' column has no published qualifying conditions — treat list as the real on-demand rate); H200 $4.50/hr, B200 $6.25/hr; no T4/L4/A100 menu | 2026-07-17 |
| Lambda | No free tier | Pay-as-you-go — $3.29/hour (H100 SXM $4.29); A100-40GB $1.99/hr; these are whole VMs — no scale-to-zero, so OUR HOURS = provisioned hours, not busy hours; prices exclude sales tax | 2026-07-17 |
Data sources
| Tool | Source | Verified |
|---|---|---|
| Beam | Beam pricing | 2026-07-17 |
| RunPod Serverless | RunPod pricing | 2026-07-17 |
| Replicate | Replicate pricing | 2026-07-17 |
| Baseten | Baseten pricing | 2026-07-17 |
| Fal | Fal pricing | 2026-07-17 |
| Lambda | Lambda GPU Cloud pricing | 2026-07-17 |
A monitor re-checks these pages for changes; when a vendor moves a price, the date updates and every verdict recomputes.