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Logging · head to head

Axiom vs Baseten

Axiom logo

Axiom

Logging

Serverless Log Analytics and Observability

From
Free
Rated
-
Full reviewWebsite
Baseten logo

Baseten

Software Development

Inference is everything

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Axiom no self-hosted or air-gapped deployment option for compliance-sensitive workloads; Baseten pro and Enterprise pricing not published; requires contacting sales

Where they differ

Only the attributes on which Axiom and Baseten actually diverge.

Attributes where Axiom and Baseten differ
AttributeAxiomBaseten
Pricing modelUnknownusage-based
PlatformsWeb (Chrome, Edge, Firefox, Safari), APIWeb
CategoryLoggingSoftware Development
Founded2017Unknown

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 Axiom

  • Serverless architecture
  • Log aggregation
  • Real-time processing
  • AplLog query language
  • Cost-effective indexing
  • API
  • Webhooks
  • REST

Only in Baseten

Nothing recorded that Axiom does not also cover.

What people use each for

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

Axiom

  • Log monitoringnot Baseten
  • Application performancenot Baseten
  • Security analyticsnot Baseten
  • Troubleshootingnot Baseten

Baseten

  • Custom model deploymentnot Axiom
  • Fine-tuned LLM hostingnot Axiom
  • Inference API scalingnot Axiom

Where each one falls short

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

Axiom

  • No self-hosted or air-gapped deployment option for compliance-sensitive workloads
  • Vendor lock-in due to APL (Axiom Processing Language) not transferring to other platforms
  • Proprietary storage format limits data portability and external analytics access
  • Complex pricing model with multiple cost dimensions (ingestion, compute, storage) makes budgeting difficult at scale
  • Limited ecosystem integration; does not integrate deeply with existing observability stacks like Grafana for metrics and Jaeger for traces

Baseten

  • Pro and Enterprise pricing not published; requires contacting sales
  • Pricing varies significantly by compute type and model

Pricing, plan by plan

Axiom

Free
  • PersonalFree
    • 500GB/month data loading
    • 10 GB-hours query compute
    • 25GB storage
  • Axiom Cloud$25/month
    • 1TB/month data loading included
    • 100 GB-hours compute included
    • 100GB storage included

Baseten

Free
  • BasicFree
    • Pay-as-you-go deployments
    • Dedicated model APIs
    • SOC 2 Type II and HIPAA compliance
  • Pro$null/month
    • Priority GPU access
    • Unlimited autoscaling
    • Volume discounts available
  • Enterprise$null/month
    • Self-hosted options
    • Custom SLAs
    • Data residency control

Which should you pick?

Choose Axiom if

  • You need serverless architecture.
  • You want to start without paying.
  • You work on Web (Chrome, Edge, Firefox, Safari), API.
  • You also want log aggregation.
Axiom review

Choose Baseten if

  • You want to start without paying.
Baseten review

Questions people ask

Is Axiom or Baseten better?
Neither clearly leads. Axiom starts at Free and Baseten at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Axiom or Baseten?
Axiom starts at Free and Baseten at Free.
Does Axiom or Baseten run on more platforms?
Axiom runs on Web (Chrome, Edge, Firefox, Safari), API. Baseten runs on Web.
Can I use Axiom for free?
Both have a free tier, so you can try either at no cost before committing.
What is Axiom best used for?
Axiom is most often used for log monitoring, application performance, security analytics, troubleshooting. Of those, log monitoring and application performance are not what Baseten is typically brought in for.
What can Axiom do that Baseten cannot?
Axiom covers Serverless architecture, Log aggregation, Real-time processing, AplLog query language.

Answered from the vendors’ own pages

Axiom: Does Axiom offer a free tier with no time limit?

Yes, Axiom's Personal plan is permanently free and includes 500GB of data ingest per month, 10 GB-hours of query compute, and 25GB storage with 30-day retention. No credit card is required.

Source
Baseten: Does Baseten have a free tier?

Yes, Baseten's Basic plan is free with a pay-as-you-go model for dedicated deployments and model APIs.

Source
Axiom: Can I self-host Axiom or use my own cloud infrastructure?

No, Axiom is cloud-only. There is no self-hosted option, air-gapped deployment, or Bring Your Own Cloud available. The platform is a fully managed service.

Source
Baseten: How are GPU instances priced on Baseten?

GPU instances are priced per minute: T4 at $0.01052/min, H100 at $0.10833/min, and B200 at $0.16633/min. CPU instances range from $0.00058 to $0.01382 per minute.

Source
Axiom: What is Axiom's query language and does it work with SQL?

Axiom uses APL (Axiom Processing Language), based on Kusto Query Language. It is not standard SQL, and APL skills and queries do not transfer to other platforms, creating vendor lock-in.

Source
Baseten: What are Model API costs on Baseten?

Model API pricing varies by model: DeepSeek V4 Flash costs $0.13 per million input tokens and $0.028 per million output tokens; GLM-5.3-Flash costs $0.15 and $0.03 respectively.

Source
Axiom: What integrations does Axiom support for alerting?

Axiom supports pre-built integrations with Slack and PagerDuty, plus custom webhooks. Alerts can be configured via threshold-based, anomaly detection, or match-based monitors.

Source
Baseten: Does Baseten charge for idle compute time?

No, Baseten does not charge for idle time; billing only covers active compute usage on deployments.

Source
Axiom: How does Axiom's pricing scale with data volume?

Axiom uses consumption-based pricing with automatic volume discounts. Costs depend on data loading volume, query compute usage (measured in GB-hours), and storage. The Team plan starts at $25/month with included allowances, then overage charges apply per unit with volume-based discounts.

Source
Axiom: What platforms can access Axiom's web interface?

Axiom's web app supports Chrome, Edge, Firefox, and Safari. Mobile access is supported on iOS and Android, but some features like moving dashboard elements are unavailable on mobile.

Source
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