Head to head · GPU compute · October 2026 research run

Cloud Run GPUs vs Hyperbolic

Cloud Run GPUs scores 68.4 (B) on agent readiness against Hyperbolic's 38.7 (E), and leads in every scored category. Both do gpu compute.

Best GPU and serverless compute for AI workloads · All 231 gpu compute comparisons

Which one, for what

Cloud Run GPUs B

Best for Serving small and mid-size open models, or batch jobs, from a container that should scale to zero.

Ahead on

  • Reliability, 70 against 25
  • Schema & documentation, 81 against 52
  • Agent ergonomics, 66 against 55
  • Security & auth, 78 against 48
  • Payments & pricing, 20 against 15
  • Maintenance & community, 80 against 39
  • Transparency & trust, 84 against 64

Also in its favour

  • No incidents deducted, where Hyperbolic loses 3 points for them

Watch for

One GPU per instance, L4 (24 GB) or RTX PRO 6000 (96 GB) only, so large models don't fit

Hyperbolic E

Best for Agents that rent whole H100, H200 or B200 machines or multi-node clusters for training and batch work and that have a funded account.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

API keys carry no scopes or expiry in the reviewed documentation, and the same key can call DELETE /v2/users/me

Why the edge

Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.

Reliability Cloud Run GPUs +45

Cloud Run GPUs 70

Hosted reading. Google Cloud's status page with a JSON incident feed (20). In the 90 days from 8 August 2026 the feed names Cloud Run in three multi-product incidents, a service outage on 20 August (15:40 to 19:20 UTC, 27 products, global and us-west1), a network degradation in us-central1-b on 1 September and a europe-west2 disruption on 20 October. One major (10). Resource limits and GPU quota are published with numbers (3 GPUs a region by default), but no request rate for the Admin API was found on the quotas page (10). Google's client libraries retry with backoff and the Admin API takes etags, while no GPU-specific retry guidance was found (10). An SLA for GPU services, 99.95% with zonal redundancy and 99.5% without (10). GPU services generally available since 7 April 2025 (10). 20+10+10+10+10+10 = 70.

Hyperbolic 25

Graded on the hosted lines for the REST API. Hyperbolic's Terms of Service (24 March 2025) bar spiders, robots and scrapers from downloading data from any web page in the Services, which cover the website, so hyperbolic.ai pages and the status page keep their 8 October readings, not re-read on 4 November 2026. Status page at status.hyperbolic.ai on UptimeRobot. The page draws its monitors and history by script from /api/, a path its robots.txt closes, so no component was ever read, and a status-page line with no readable component scores 0, as for fonoa, n8n and windmill (was 20). The incident record was never read either (5, unreadable history). Rate limits appear as numbers only on the plan cards in the docs, 60 requests a minute on the free tier and 600 on the pro tier, and the terms let Hyperbolic change limits without notice (10 of 15). No 429 response, Retry-After or backoff guidance in the docs, and no idempotency key on rental creation (0). SLA 7 to 0. The docs state a 99.5 per cent uptime figure for On-Demand and Reserved with credits reviewed case by case, and the Terms of Service disclaim uptime and any duty to give credits. A figure with discretionary credits and no SLA document isn't an SLA (manatal). The v2 API is not marked beta (10). 0 + 5 + 10 + 0 + 0 + 10 = 25.

Maintenance & community Cloud Run GPUs +41

Cloud Run GPUs 80

Closed service with official SDKs. The newest GPU change is 30 October 2026, jobs with GPUs running up to 12 hours (30). Cloud Run release notes dated 4 November, 2 November, 30 October, 24 October and more in the 90 days (20). Release notes, Google Cloud support and public trackers for the client libraries, which were not read (10). Official client libraries in eight languages and gcloud (15). CI results not checked (5). 30+20+10+15+5 = 80.

Hyperbolic 39

Readings are per the 8 October check, not re-read on 4 November 2026. The newest changelog entry is for the week of 5 October 2026, 30 days before today (30); it drops to 20 after 4 November unless a newer entry appears. It was the only dated entry on the changelog and its RSS feed, so the three-entry test is not met (0 of 20). A public changelog with RSS, in-app chat and email support with stated hours of Monday to Friday, 06:00 to 17:00 Pacific Time (9 of 15). No current official SDK for the v2 API. The vendor's MCP repository still ends at its 21 May 2025 commit (clone, 4 November) and targets legacy v1 paths (0 of 15). Package health 3 to 0. The partial rested on the spec served by the API, a struck reading, and there is no client package to assess. 30 + 0 + 9 + 0 + 0 = 39.

Security & auth Cloud Run GPUs +30

Cloud Run GPUs 78

OAuth 2.0 tokens from service accounts under IAM. Google's APIs accept access_token as a query parameter, the 10-point deduction other Google API listings take (20). IAM roles separate viewing, deploying and invoking, and services can require IAM authentication for every call (16). The platform runs your own container and returns its output (10). Cloud Audit Logs record Admin API calls, and request logs go to Cloud Logging (15). Google's vulnerability reward programme, security.txt and certifications (17). 20+16+10+15+17 = 78.

Hyperbolic 48

Readings are per the 8 October check, not re-read on 4 November 2026. Plain API keys sent as a Bearer header, shown once, revocable, any number per account, and attributed to their creator inside an Organisation. No scopes or expiry found, and no secret in a URL (20 of 30). No read-only key and no confirmation step. A key can rent and terminate machines and can call DELETE /v2/users/me. Organisation members cannot deposit funds or see billing history (4 of 20). Responses are infrastructure metadata (10). Key lists show each key's creator and revocation time, and rental and transaction histories exist. No audit log was found for self-serve accounts (4 of 15). Programme 9 to 10. The docs ask for vulnerability reports by email with a 48-hour acknowledgement and claim a completed SOC 2 Type I audit with Type II under way, reports under NDA. A disclosure route with a stated acknowledgement time is 10; no security.txt or bug bounty, and the trust centre is drawn by script. 20 + 4 + 10 + 4 + 10 = 48.

Schema & documentation Cloud Run GPUs +29

Cloud Run GPUs 81

API reading. A public Discovery document for the Cloud Run Admin API v2 (25). No llms.txt; Google's docs answer Markdown only at an unlinked .md.txt address, read as half, as for the Document AI listing (5). The GPU page says when to turn zonal redundancy on or off and the best-practices page when to bake models into images or load them from Cloud Storage (16). The GPU type is a free string in a node selector, with CPU and memory minimums stated in prose (9). gcloud, YAML, Terraform and console steps on each page, and errors follow Google's status model with no Cloud Run GPU error list (11). Versioned API (v1 and v2) and dated release notes (15). 25+5+16+9+11+15 = 81.

Hyperbolic 52

Readings are per the 8 October check, not re-read on 4 November 2026. Contract line 25 to 0. The OpenAPI document was read from the API host (api.hyperbolic.ai/v2/openapi.json, the product's own endpoint) and from a copy under /docs/api-reference/ with no recorded docs page that shows or links it. The first reading is struck, and a contract on a now-paused host with no recorded visible link is struck too (jambonz, stable-audio). llms.txt, every docs page as Markdown and a 188 KB llms-full.txt (10). Of the 34 current operations, 17 have a description that only repeats the summary. The rest state behaviour, limits and named error cases, and every deprecated operation names its replacement (10 of 20). Required fields, 89 enums, numeric bounds and a oneOf for new or existing storage volumes, but rental IDs accept an integer or a string (12 of 15). Five error schemas with examples and 400, 401, 403 and 500 on every operation. No request body has an example and no 429 is listed (8 of 15). Versioned in the path with a dated changelog and RSS feed, which held one entry (12 of 15). 0 + 10 + 10 + 12 + 8 + 12 = 52.

Transparency & trust Cloud Run GPUs +20

Cloud Run GPUs 84

Closed service under the Google Cloud terms, with Apache-2.0 client libraries (15). The Cloud Data Processing Addendum and the privacy notice cover customer data, per the Document AI listing's 1 November reading; no Cloud Run statement on GPU instance data after shutdown was found (22). The Cloud terms promise 12 months' notice before a backwards-incompatible API change, and driver versions are announced in the release notes (16). Regions per GPU type listed, with Google's subprocessor list and data-location terms (16). 15+22+16+16 = 69.

Hyperbolic 64

Readings are per the 8 October check, not re-read on 4 November 2026, apart from the Terms of Service, re-read and unchanged (24 March 2025). Closed service under California law. The terms describe a marketplace in which the contract for compute is between buyer and supplier, which does not match the docs' description of a GPU cloud with an SLA (13 of 30). The Privacy Policy is effective 3 June 2024, gives no retention periods and names Babylon three times in one clause. The terms say user content is not used to train generative models. The docs promise data wiping on termination, a 30-day grace period for volumes and a DPA on request, and no published DPA was found (12 of 30). No written deprecation policy, but legacy paths carry a Sunset header with an end date of 1 March 2027 and each deprecated operation names its replacement (14 of 20). Stripe is named as payment processor. The suppliers that host the machines are not named, and the trust centre's sub-processor list, if any, was unreadable (6 of 20). 13 + 12 + 14 + 6 = 45.

Agent ergonomics Cloud Run GPUs +11

Cloud Run GPUs 66

Platform reading. One gcloud run deploy with --gpu and --gpu-type adds a GPU to a container, and responses carry the service object with fieldMask on updates (15). List calls page with pageSize and pageToken (15). Google's status codes and messages, with quota errors that name the limit (12). Revisions are immutable, traffic can be moved back, and etags guard updates, but no idempotency key on create (12). Client libraries in many languages and gcloud, though a GPU deploy needs instance-based billing, minimum CPU and memory and, past 3 GPUs, a quota request (12). 15+15+12+12+12 = 66.

Hyperbolic 55

Readings are per the 8 October check, not re-read on 4 November 2026. No field selection. Lists page at 25 by default and 100 at most, and GET /v2/on-demand/active-rental-summary returns counts and hourly cost without the rental bodies (13 of 25). page and pageSize on active rentals, a cursor on history, and filters for GPU type, region and term type. Storage volumes and SSH keys return whole arrays (15 of 20). Errors carry code, message and issues, with named cases such as INVALID_INPUT_FOR_RENTAL_TYPE and REBOOT_ALREADY_IN_PROGRESS (14 of 20). No idempotency key on create calls. A duplicate SSH key is rejected and terminating an ended rental returns RENTAL_NOT_FOUND (5 of 20). A rental needs only rentalType and gpuCount, with defaults for region, GPU type and SSH key. No official SDK or CLI for the v2 API was found (8 of 15). 13 + 15 + 14 + 5 + 8 = 55.

Score by category

CategoryWeight this runCloud Run GPUsHyperbolicEdge
Reliability16%207025Cloud Run GPUs +45
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28152Cloud Run GPUs +29
Agent ergonomics13%16.26655Cloud Run GPUs +11
Security & auth14%17.57848Cloud Run GPUs +30
Payments & pricing10%12.52015Cloud Run GPUs +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88039Cloud Run GPUs +41
Transparency & trust7%8.88464Cloud Run GPUs +20
Negative events≤150-3
TotalB 68.4/100E 38.7/100

Facts side by side

FactCloud Run GPUsHyperbolic
KindPlatformHTTP API
VendorGoogle CloudHyperbolic Labs, Inc.
Hosted endpointhttps://run.googleapis.comhttps://api.hyperbolic.ai
TransportsHTTP
AuthOAuthAPI key
PricingPay per usePay per use
x402nono
LicenceProprietary service under the Google Cloud Platform terms. Client libraries are Apache-2.0Proprietary service under Hyperbolic's Terms of Service. The unmaintained hyperbolic-mcp repository on GitHub is MIT
Read-only variant documentednono
llms.txtnoyes
Last release2026-10-302026-10-05
Terms last updated2026-09-022025-03-24
Privacy policy last updated2026-09-28no date given
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waivernot found in the textyes

How the scores have moved

Verdicts

Cloud Run GPUs

Serverless GPUs on Cloud Run, an L4 or RTX PRO 6000 per instance, billed per second, scaling to zero and starting in about 5 seconds before the model loads, with a published SLA and IAM. One GPU per instance, 3 GPUs of default quota a region and instance-based billing limit it to small and mid-size models.

Hyperbolic

Hyperbolic's docs carry llms.txt, Markdown pages and a dated 1 March 2027 end for legacy paths, and billing starts only once an instance is ready. API keys carry no scopes and can delete the account, rental creation has no idempotency key, no 429 guidance is documented, and renting needs a browser signup and a $5 deposit.

Before you call either

Cloud Run GPUs

  1. Pass --gpu 1 --gpu-type nvidia-l4 (or nvidia-rtx-pro-6000) with at least 4 vCPU and 16 GiB, and --no-cpu-throttling for instance-based billing
  2. Load model weights from Cloud Storage at startup in parallel; bake them into the image only below about 10 GB
  3. Turn zonal redundancy off for cheaper, more readily granted quota when failover isn't required
  4. Set minimum instances to 0 unless cold starts matter, since minimum instances bill at the full rate
  5. Send OAuth tokens in the Authorization header, never as access_token in the URL

Hyperbolic

  1. Check current GPU configurations and hourly prices before renting. The docs point to the console for rates, and the marketplace page gave $3.19 a GPU-hour on 8 October 2026.
  2. Send rentalType and gpuCount to POST /v2/on-demand/rentals. Region defaults to us-central-1 and GPU type to h100, so set both from the options list.
  3. List active rentals before retrying a failed create call. There is no idempotency key and every ready rental bills hourly.
  4. Save an SSH public key with POST /v2/ssh-keys before renting. Without sshPublicKeyIds the newest saved key is attached.
  5. Do not create reserved rentals unless asked. They are paid in full up front and cannot be terminated early.

Questions

Which is better for AI agents, Cloud Run GPUs or Hyperbolic?

Cloud Run GPUs scores 68.4 (B) on agent readiness against Hyperbolic's 38.7 (E), and leads in every scored category.

Can an agent call Cloud Run GPUs and Hyperbolic without installing anything?

Yes. Cloud Run GPUs has a hosted endpoint at https://run.googleapis.com and Hyperbolic at https://api.hyperbolic.ai.

Other comparisons with Cloud Run GPUs or Hyperbolic

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.