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Cloud · head to head

Fireworks AI vs Grafana

Fireworks AI logo

Fireworks AI

Cloud

Fast inference and fine-tuning platform for open and custom AI models

From
Free
Rated
-
Full reviewWebsite
Grafana logo

Grafana

Networking

Observability and Data Visualization

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Fireworks AI reserved and enterprise-tier pricing is not published and requires sales contact.; Grafana the free tier retains metrics, logs and traces for 14 days only
  • They diverge on capability: Fireworks AI covers Serverless inference, Grafana covers Dashboard creation.

Where they differ

Only the attributes on which Fireworks AI and Grafana actually diverge.

Attributes where Fireworks AI and Grafana differ
AttributeFireworks AIGrafana
CategoryCloudNetworking
FoundedUnknown2014

Identical on both: starting price (Free), pricing model (usage-based), free tier (Yes), 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 Fireworks AI

  • Serverless inference
  • On-demand and reserved deployments
  • Managed fine-tuning
  • OpenAI/Anthropic API compatibility
  • Nexus router
  • Long context models

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.

Fireworks AI

  • Deploying open-source LLMs behind an OpenAI-compatible APInot Grafana
  • Fine-tuning models with LoRA or full-parameter trainingnot Grafana
  • Routing AI coding assistant traffic to cheaper models via Nexusnot Grafana
  • Reserving dedicated GPU capacity for production trafficnot Grafana

Grafana

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

Where each one falls short

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

Fireworks AI

  • Reserved and enterprise-tier pricing is not published and requires sales contact.
  • Model catalog is curated to ~30 models, smaller than DeepInfra's 100+ model library.
  • On-demand GPU rates are scheduled to increase from September 1, adding cost unpredictability for locked-in workloads.

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

Fireworks AI

Free
  • Serverless$undefined/mo
    • Pay-per-token from $0.07 to $1.74 per million input tokens
    • $1 free credit to start
  • On-Demand$7/month
    • Dedicated GPU instances from $7/hour for H100/H200
  • Reserved$undefined/mo
    • Guaranteed capacity and priority hardware access
    • Custom pricing

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 Fireworks AI if

  • You need serverless inference.
  • You want to start without paying.
  • You work on web, api.
  • You also want on-demand and reserved deployments.
Fireworks AI 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 Fireworks AI or Grafana better?
Neither clearly leads. Fireworks AI starts at Free and Grafana at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Fireworks AI or Grafana?
Fireworks AI starts at Free and Grafana at Free.
Does Fireworks AI or Grafana run on more platforms?
Fireworks AI runs on web, api. Grafana runs on Web, Api.
Can I use Fireworks AI for free?
Both have a free tier, so you can try either at no cost before committing.
What is Fireworks AI best used for?
Fireworks AI is most often used for deploying open-source llms behind an openai-compatible api, fine-tuning models with lora or full-parameter training, routing ai coding assistant traffic to cheaper models via nexus, reserving dedicated gpu capacity for production traffic. Of those, deploying open-source llms behind an openai-compatible api and fine-tuning models with lora or full-parameter training are not what Grafana is typically brought in for.
What can Fireworks AI do that Grafana cannot?
Fireworks AI covers Serverless inference, On-demand and reserved deployments, Managed fine-tuning, OpenAI/Anthropic API compatibility. Grafana covers Dashboard creation, Alerting, Data source integration, Visualization plugins.

Answered from the vendors’ own pages

Fireworks AI: How is Fireworks AI billing calculated?

Serverless inference uses postpaid, pay-per-token billing across Standard, Priority, and Fast tiers, with rates from $0.07 to $1.74 per million tokens depending on model.

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
Fireworks AI: Is there a free tier or trial credit?

New accounts receive $1 in free credit to try serverless inference before adding a payment method.

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
Fireworks AI: How much do on-demand GPU deployments cost?

Dedicated on-demand instances range from $7-8/hour for H100/H200 GPUs up to $18-20/hour for GB300, billed per GPU second with no start-up surcharge.

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
Fireworks AI: How is fine-tuning priced?

Managed training is billed per 1 million training tokens for supervised or preference tuning, while reinforcement tuning is billed per GPU hour.

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
Fireworks AI: Does region selection affect pricing?

Yes, region-restricted on-demand deployments carry a 1.5x premium over standard regional pricing.

Source
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