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Cloud · head to head

DeepInfra vs Grafana

DeepInfra logo

DeepInfra

Cloud

Low-cost cloud API for running open-source AI models

From
$0.08/month
Rated
-
Full reviewWebsite
Grafana logo

Grafana

Networking

Observability and Data Visualization

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Grafana has a free tier, so it costs nothing to try first.
  • Each has a real cost: DeepInfra focuses on inference hosting rather than fine-tuning or full training pipelines that competitors like Fireworks AI offer.; Grafana the free tier retains metrics, logs and traces for 14 days only
  • They diverge on capability: DeepInfra covers Open model hosting, Grafana covers Dashboard creation.

Where they differ

Only the attributes on which DeepInfra and Grafana actually diverge.

Attributes where DeepInfra and Grafana differ
AttributeDeepInfraGrafana
Starting price$0.08/monthFree
Free tierNoYes
CategoryCloudNetworking
FoundedUnknown2014

Identical on both: pricing model (usage-based), platforms (web, api), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in DeepInfra

  • Open model hosting
  • Pay-per-token pricing
  • Long context support
  • DeepCluster
  • Zero retention policy
  • Real-time metrics

Only in Grafana

  • Dashboard creation
  • Alerting
  • Data source integration
  • Visualization plugins
  • API
  • Webhooks
  • REST
  • Web support

What people use each for

The jobs each tool is most often brought in to do.

DeepInfra

  • Running open-source LLM inference without managing GPUsnot Grafana
  • Serving speech and image generation models via APInot Grafana
  • Cost-sensitive production inference at scalenot Grafana
  • Reserved GPU capacity via DeepCluster for steady workloadsnot Grafana

Grafana

  • Metrics visualization and monitoringnot DeepInfra
  • Log aggregation and analysisnot DeepInfra
  • Distributed traces managementnot DeepInfra
  • System performance profilingnot DeepInfra

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

DeepInfra

  • Focuses on inference hosting rather than fine-tuning or full training pipelines that competitors like Fireworks AI offer.
  • Model selection is limited to what DeepInfra chooses to host, unlike self-managed platforms.
  • No published free tier; usage is billed from the first token.

Grafana

  • The free tier retains metrics, logs and traces for 14 days only
  • Free is capped at 10,000 active metric series and 50 GB each of logs and traces a month
  • The Pro plan carries a $19 a month platform fee before any usage charges
  • Logs and traces are billed on three separate meters, at $0.050 per GB processed, $0.400 per GB written and $0.100 per GB retained
  • Retaining data is an ongoing charge rather than a one off, so historical data costs every month it exists

Pricing, plan by plan

DeepInfra

$0.08/month
  • Pay-as-you-go$undefined/mo
    • Per-model token pricing from $0.08 to $2.85 per million input tokens
    • No long-term contract
  • DeepCluster$1.98/month
    • Dedicated NVIDIA B300 GPU clusters at $1.98/GPU-hour

Grafana

Free
  • FreeFree
    • Limited usage across all services
    • 14-day retention for metrics, logs, traces, profiles
    • Community support only
  • Pro$19/month
    • Pay-as-you-go pricing with volume discounts
    • 13-month retention for metrics
    • 30-day retention for logs/traces/profiles
  • Enterprise$25000/year
    • Custom pricing based on annual volume
    • Premium support included
    • Custom retention options

Which should you pick?

Choose DeepInfra if

  • You need open model hosting.
  • You work on web, api.
  • You also want pay-per-token pricing.
DeepInfra review

Choose Grafana if

  • You need dashboard creation.
  • You want to start without paying.
  • You work on Web, Api.
  • You also want alerting.
Grafana review

Questions people ask

Is DeepInfra or Grafana better?
Neither clearly leads. DeepInfra starts at $0.08/month and Grafana at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, DeepInfra or Grafana?
Grafana has a free tier; the other does not. Paid plans start at $0.08/month for DeepInfra and Free for Grafana.
Does DeepInfra or Grafana run on more platforms?
DeepInfra runs on web, api. Grafana runs on Web, Api.
Can I use Grafana for free?
Yes. Grafana has a free tier, so you can try it without paying. DeepInfra starts at $0.08/month.
What is DeepInfra best used for?
DeepInfra is most often used for running open-source llm inference without managing gpus, serving speech and image generation models via api, cost-sensitive production inference at scale, reserved gpu capacity via deepcluster for steady workloads. Of those, running open-source llm inference without managing gpus and serving speech and image generation models via api are not what Grafana is typically brought in for.
What can DeepInfra do that Grafana cannot?
DeepInfra covers Open model hosting, Pay-per-token pricing, Long context support, DeepCluster. Grafana covers Dashboard creation, Alerting, Data source integration, Visualization plugins.

Answered from the vendors’ own pages

DeepInfra: Is there a free tier on DeepInfra?

No free tier is published; usage is billed pay-as-you-go from the first token, though a credit card or pre-payment is required before you can send requests.

Source
Grafana: What is Grafana's pricing model?

Grafana offers a freemium model with a free tier, Pro tier starting at 19 USD/month with pay-as-you-go usage charges, and Enterprise plans starting at 25000 USD/year.

Source
DeepInfra: How is usage priced?

Language models are billed per million input/output tokens, other models by inference execution time, and audio models per minute of audio processed, with no minimum commitment.

Source
Grafana: How long is data retention for each plan?

Free tier provides 14-day retention for metrics, logs, traces, and profiles. Pro tier extends this to 13 months for metrics and 30 days for logs/traces/profiles. Enterprise offers custom retention options.

Source
DeepInfra: What are the Standard, Priority, and Flex tiers?

Standard is default best-effort pricing at 1x, Priority costs 1.5x for faster time-to-first-token during peak demand, and Flex costs 0.8x for non-production or asynchronous workloads.

Source
Grafana: What support is included in each tier?

Free tier includes community support only. Pro tier provides 8 times 5 email support. Enterprise includes premium 24/7 support.

Source
DeepInfra: How does billing scale with spend?

Accounts advance through usage tiers as cumulative payments cross $20, $100, $500, $2,000, and $10,000 thresholds, with invoices generated monthly or at each threshold.

Source
Grafana: Does Grafana offer volume discounts?

Yes, Grafana uses adaptive pricing with automatic volume discounts as usage scales, and provides cost-optimization tools to help eliminate spending on unused data.

Source
DeepInfra: Is there a limit on concurrent requests?

Yes, accounts are limited to 200 concurrent requests by default, though spending limits can also be configured to prevent unexpected charges.

Source
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