AI Tools · head to head
Grafana Cloud vs Together AI
The short version
- Each has a real cost: Grafana Cloud active Series (AS) billing model is difficult to predict and control; misconfiguration can cause sudden spikes and unexpected bills; Together AI fine tuning carries a minimum charge of $4.00 per job regardless of dataset size
- They diverge on capability: Grafana Cloud covers Grafana Dashboards, Together AI covers Open-source models.
Where they differ
Only the attributes on which Grafana Cloud and Together AI actually diverge.
| Attribute | Grafana Cloud | Together AI |
|---|---|---|
| Pricing model | Unknown | usage-based |
| Platforms | Web (Chrome, Edge, Firefox, Safari), API | Api, Cloud |
| Category | Unknown | AI Tools |
| Founded | 2014 | 2022 |
Identical on both: starting price (Free), free tier (Yes), 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 Grafana Cloud
- Grafana Dashboards
- Prometheus Metrics
- Loki Logs
- Tempo Traces
- Alerting
- OnCall
- Synthetic Monitoring
- Incident Management
Only in Together AI
- Open-source models
- Fine-tuning
- Fast inference
- Embeddings
- REST API
- Python SDK
- OpenAI compatible
- Api support
What people use each for
The jobs each tool is most often brought in to do.
Grafana Cloud
- Infrastructure monitoringnot Together AI
- Application monitoringnot Together AI
- Log aggregationnot Together AI
- Distributed tracingnot Together AI
Together AI
- Serverless inference against open source chat, vision, embedding, image and video modelsnot Grafana Cloud
- Renting dedicated single tenant H100, H200 or B200 GPU clusters by the hournot Grafana Cloud
- Fine tuning open weight models on a per token basisnot Grafana Cloud
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Grafana Cloud
- Active Series (AS) billing model is difficult to predict and control; misconfiguration can cause sudden spikes and unexpected bills
- Reduced control and customization compared to self-hosted Grafana instances
- Data sovereignty concerns for organizations requiring on-premises data retention
- Limited reporting types compared to traditional BI tools for compliance and audit requirements
Together AI
- Fine tuning carries a minimum charge of $4.00 per job regardless of dataset size
- Reserved GPU commitments beyond 180 days are priced by contacting sales with no published rate
- Volume and enterprise discounts are quote only with no published threshold
- Reserved dedicated inference pricing is contact sales while only on demand rates of $5.49 to $8.99 per GPU hour are published
Pricing, plan by plan
Grafana Cloud
Free- FreeFree
- 10k active series (metrics)
- 50GB logs/traces per month
- 3 active users
- Pro$19/month
- Usage-based pricing beyond free tier
- 8 USD per active visualization user
- Included Grafana Alerting
- Enterprise$25000/year
- Minimum annual commitment
- Full-service deployment options
- Premium support
Together AI
Free- FreeFree
- $5 credits
- API access
- Pay-per-use$0.2/per-million-tokens
- All models
- Fine-tuning
Which should you pick?
Choose Grafana Cloud if
- You need grafana dashboards.
- You want to start without paying.
- You work on Web (Chrome, Edge, Firefox, Safari), API.
- You also want prometheus metrics.
Choose Together AI if
- You need open-source models.
- You want to start without paying.
- You work on Api, Cloud.
- You also want fine-tuning.
Questions people ask
- Is Grafana Cloud or Together AI better?
- Neither clearly leads. Grafana Cloud starts at Free and Together AI at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Grafana Cloud or Together AI?
- Grafana Cloud starts at Free and Together AI at Free.
- Does Grafana Cloud or Together AI run on more platforms?
- Grafana Cloud runs on Web (Chrome, Edge, Firefox, Safari), API. Together AI runs on Api, Cloud.
- Can I use Grafana Cloud for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Grafana Cloud best used for?
- Grafana Cloud is most often used for infrastructure monitoring, application monitoring, log aggregation, distributed tracing. Of those, infrastructure monitoring and application monitoring are not what Together AI is typically brought in for.
- What can Grafana Cloud do that Together AI cannot?
- Grafana Cloud covers Grafana Dashboards, Prometheus Metrics, Loki Logs, Tempo Traces. Together AI covers Open-source models, Fine-tuning, Fast inference, Embeddings.
Answered from the vendors’ own pages
Grafana Cloud: What are the exact limits of Grafana Cloud's free tier?
Grafana Cloud free tier includes 10,000 active series for metrics, 50GB logs and traces per month, 3 active visualization users, and 14-day retention with community support. No credit card required.
SourceGrafana Cloud: How is Grafana Cloud billed, and what are the per-unit costs?
Grafana Cloud Pro tier starts at $19/month platform fee plus usage-based charges. Metrics cost $6.50 per 1,000 active series above free limits, logs and traces are charged per GB ingested, and visualization users are $8 per active user.
SourceGrafana Cloud: Can I use Grafana Cloud for open-source Grafana deployments?
Grafana Cloud is the managed cloud service version. Open-source Grafana is free and can be self-hosted indefinitely on your own infrastructure.
SourceGrafana Cloud: What observability signals does Grafana Cloud include?
Grafana Cloud includes metrics (via Mimir), logs (via Loki), traces (via Tempo), profiles, and synthetics, with unified querying and visualization across all signals.
SourceGrafana Cloud: Does Grafana Cloud include alerting and how is it priced?
Yes, Grafana Alerting is included at no additional charge across all tiers. Rule storage, evaluation, and notification delivery are covered by the platform fee with no per-alert or per-notification fees.
SourceRelated pages
More on Grafana Cloud
More on Together AI
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