Giskard
Depends
Confidence: Medium
Buy if you ship customer-facing LLM agents and have engineers to act on scan findings.
New check
Comparison
Giskard vs Arize AI
Giskard and Arize AI both land on Depends.
Arize AI
Depends
Confidence: Medium
Buy if you ship production LLM agents at scale and need enterprise evals, tracing, and experimentation in one platform.
| Compare | Giskard | Arize AI |
|---|---|---|
| Verdict | Depends | Depends |
| Best for | Teams with LLM agents in production | Teams running production LLM agents at scale |
| Who it's not for | Hobbyists and solo developers . serious overkill | Solo builders and tiny teams . free tracing tools suffice |
| Privacy | No known public vulnerabilities found in the sources reviewed.⁶ | No known public vulnerabilities found in the sources reviewed. |
| Support quality | No evidence found | No support-quality evidence found |
| Public sentiment | Independent user reviews are scarce; sources are mostly vendor-adjacent coverage and directories with little verbatim feedback.⁵ | Reviewers praise the depth of its eval and tracing tooling, while some smaller teams and rivals argue it's more platform than they need.12 |
| Biggest gotcha | Hub pricing is sales-gated; expect enterprise quotes, not sticker prices¹ | Median contract is $60,000/year (Vendr); entry pricing won't reflect your real bill at scale.11 |
Pick Giskard when
- Teams with LLM agents in production
- ML engineers running pre-launch vulnerability scans
- EU-compliance-driven enterprises
- Companies wanting continuous automated red teaming
When Giskard is not a fit
- Hobbyists and solo developers . serious overkill
- Small teams with no ML engineers on staff
- Buyers wanting transparent published pricing
- Orgs with no LLMs in production yet
Pick Arize AI when
- Teams running production LLM agents at scale
- ML/AI platform teams needing eval pipelines
- Enterprises needing compliance artifacts
- Python teams wanting the free Phoenix option
When Arize AI is not a fit
- Solo builders and tiny teams . free tracing tools suffice
- Pre-production projects with no traffic to observe
- Buyers without five-figure budgets
- Non-technical teams wanting plug-and-play monitoring
Sources
- Giskard homepagegiskard.aiofficial
- About Giskardgiskard.aiofficial
news
- Giskard: red teaming and OSS-to-Hub expansionglobal-products-research.comreview
- Giskard pricing, limits and alternativesdiscoverthetools.comreview
- Security page crawl resultgiskard.aisecurity
- Giskard - startups and scaleups portaliagenerative.numeum.frnews
review
- Arize AX Pricingarize.comofficial
review
review
review
review
- Langfuse vs. Arize AX and Arize Phoenixlangfuse.comreview
review
- AI Observability Pricing Comparison . Pydanticpydantic.devreview