Rent GPUs faster.
Scale without changing vendors.
Start on verified marketplace supply, move steady workloads onto TensorNova Fleet, and reserve premium enterprise capacity when you need larger allocations or direct infrastructure access.
Active GPUs
3,200+
Verified Hosts
420
Median Startup Time
< 90s
Supported Regions
18
Choose your path
Pick the buying motion that matches the workload
Most teams do not need the same supply model forever. TensorNova gives you a faster first decision and a clearer next step when the workload changes.
Self-serve
Run Docker-compatible jobs on marketplace hosts
Best for fast experiments, bursty jobs, and price-sensitive workloads that fit inside TensorNova-managed runtime.
- • Transparent hourly pricing
- • Managed Docker runtime
- • Verified host supply
Production
Move steady workloads onto Nova Fleet
Best for repeatable workloads that need more daily availability, steadier owned capacity, and a cleaner operating model than the community marketplace.
- • TensorNova-owned capacity
- • Managed runtime
- • Steadier daily availability
Enterprise
Reserve premium capacity for larger deployments
Best for buyers that need the largest allocations TensorNova can offer, priority Fleet supply, direct machine or cluster admin access, and private commercial structure.
- • Larger reserved blocks
- • Priority Fleet allocation
- • Private enterprise pricing
Why TensorNova
One buying path from experimentation to production
The market keeps splitting between lowest-cost marketplaces, managed developer clouds, and enterprise contract providers. TensorNova is built for teams that want a clear path from self-serve jobs to managed production capacity and private infrastructure under contract.
Verified marketplace supply
Start on verified third-party hosts with transparent self-serve pricing and a managed Docker runtime through TensorNova control plane and placement layer.
Fleet as the steady-capacity rail
Move repeatable workloads onto TensorNova-owned capacity when you need a steadier supply profile than the limited community marketplace can provide.
Enterprise priority path
Step into Singapore-based enterprise contracts when you need premium allocation, larger reserved capacity, and direct machine or cluster admin access.
Hybrid model
Verified marketplace, managed Fleet, premium Enterprise
Marketplace hosts cover elastic demand, Fleet handles steady production capacity, and Enterprise adds priority allocation plus direct machine or cluster access for buyers that need contractual control.
Marketplace rail
Verified marketplace hosts
Source limited third-party capacity from independent operators with benchmarked hardware, reliability scoring, and a managed Docker runtime through TensorNova control plane.
Browse marketplaceFleet rail
Owned Fleet capacity
Keep core jobs on TensorNova-owned inventory with public rates, steadier daily capacity, and a cleaner operating model than the community marketplace.
View fleetEnterprise rail
Enterprise contract access
Reserve larger capacity blocks with priority Fleet allocation, direct machine or cluster admin access, and private enterprise pricing.
Explore enterpriseDirectional market context
Where TensorNova fits against the current market
TensorNova is not trying to be a pure marketplace, a pure developer cloud, or a pure enterprise neocloud. The offer is designed to cover the gap between those categories.
Compared with
Vast.ai
TensorNova adds more verification, public Fleet capacity, and a clearer upgrade path when open-market pricing is not enough.
Compared with
RunPod
TensorNova competes less on pure developer tooling breadth and more on supply segmentation, Fleet reliability, and contract path.
Compared with
CoreWeave
TensorNova gives smaller teams and underserved regions a more accessible on-ramp before the workload becomes a full enterprise buy.
Compared with
Akash
TensorNova stays curated and buyer-facing, with accountable supply and less operational ambiguity for production teams.
Open detailed directional comparisonResearch view
| Criterion | TensorNova | Vast.ai | RunPod | CoreWeave | Akash |
|---|---|---|---|---|---|
| Core model | Verified marketplace hosts plus private Nova Fleet and sovereign enterprise contracts | Open marketplace | Developer cloud plus marketplace | Enterprise AI cloud | Decentralized network |
| Access model | Marketplace and standard Fleet use TensorNova-managed runtime; Enterprise adds direct machine and cluster admin access | Mostly direct instance access depending on host configuration | Managed developer platform with broader direct instance workflows | Private enterprise infrastructure and managed cloud access | Infrastructure access depends on decentralized provider setup |
| Primary buyer fit | Teams that want low-friction managed jobs first, then private infrastructure under contract | Price-sensitive builders | Developers shipping training and inference quickly | Large enterprises and frontier labs | Web3-native and decentralized workloads |
| Reliability posture | Verified marketplace hosts plus contracted Nova Fleet and enterprise support rails | Host reputation-based | Managed platform controls | Enterprise-grade contracts and reserved capacity | Network-level marketplace guarantees |
| Cost profile | Transparent self-serve pricing plus private enterprise schedules | Often lowest spot pricing | Moderate with developer UX premium | Premium enterprise pricing | Low-cost decentralized pricing |
As of March 2026, directional comparison based on public sources and market research. Final pricing and features vary by region, contract, and workload.
Enterprise tier
B200 and H200 capacity for teams buying on a contract
The enterprise offer is public, but the rate card is not. TensorNova keeps self-serve pricing transparent and handles enterprise pricing through a private sales process.