Software · head to head
AI21 Labs vs Grafana Cloud
The short version
- Each has a real cost: AI21 Labs the free allowance is $10 of credit lasting 7 days rather than an ongoing free tier; Grafana Cloud active Series (AS) billing model is difficult to predict and control; misconfiguration can cause sudden spikes and unexpected bills
- They diverge on capability: AI21 Labs covers Jamba models, Grafana Cloud covers Grafana Dashboards.
Where they differ
Only the attributes on which AI21 Labs and Grafana Cloud actually diverge.
| Attribute | AI21 Labs | Grafana Cloud |
|---|---|---|
| Pricing model | usage-based | Unknown |
| Platforms | Api, Cloud | Web (Chrome, Edge, Firefox, Safari), API |
| Founded | 2017 | 2014 |
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Unknown).
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 AI21 Labs
- Jamba models
- Long context
- RAG engine
- Writing tools
- REST API
- Amazon Bedrock
- Cloud platforms
- Api support
Only in Grafana Cloud
- Grafana Dashboards
- Prometheus Metrics
- Loki Logs
- Tempo Traces
- Alerting
- OnCall
- Synthetic Monitoring
- Incident Management
What people use each for
The jobs each tool is most often brought in to do.
AI21 Labs
- Running long-context tasks on the Jamba model familynot Grafana Cloud
- Building and optimising production AI agents with Maestronot Grafana Cloud
- Routing between models to control cost and accuracynot Grafana Cloud
- Long-horizon agentic tasks needing stateful workspacesnot Grafana Cloud
Grafana Cloud
- Infrastructure monitoringnot AI21 Labs
- Application monitoringnot AI21 Labs
- Log aggregationnot AI21 Labs
- Distributed tracingnot AI21 Labs
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
AI21 Labs
- The free allowance is $10 of credit lasting 7 days rather than an ongoing free tier
- Jamba Large is $2 per million input tokens and $8 per million output, so output-heavy work costs four times as much as input
- Volume discounts, private cloud hosting and higher rate limits require a custom plan
- Standard rate limits are not published
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
Pricing, plan by plan
AI21 Labs
Free- Free TrialFree
- Limited usage
- API access
- Jamba$0.2/per-million-input-tokens
- 256K context
- Hybrid architecture
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
Which should you pick?
Choose AI21 Labs if
- You need jamba models.
- You want to start without paying.
- You work on Api, Cloud.
- You also want long context.
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.
Questions people ask
- Is AI21 Labs or Grafana Cloud better?
- Neither clearly leads. AI21 Labs starts at Free and Grafana Cloud at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, AI21 Labs or Grafana Cloud?
- AI21 Labs starts at Free and Grafana Cloud at Free.
- Does AI21 Labs or Grafana Cloud run on more platforms?
- AI21 Labs runs on Api, Cloud. Grafana Cloud runs on Web (Chrome, Edge, Firefox, Safari), API.
- Can I use AI21 Labs for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is AI21 Labs best used for?
- AI21 Labs is most often used for running long-context tasks on the jamba model family, building and optimising production ai agents with maestro, routing between models to control cost and accuracy, long-horizon agentic tasks needing stateful workspaces. Of those, running long-context tasks on the jamba model family and building and optimising production ai agents with maestro are not what Grafana Cloud is typically brought in for.
- What can AI21 Labs do that Grafana Cloud cannot?
- AI21 Labs covers Jamba models, Long context, RAG engine, Writing tools. Grafana Cloud covers Grafana Dashboards, Prometheus Metrics, Loki Logs, Tempo Traces.
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
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