Starburst
Depends
Confidence: Medium
Buy if you are a large organization with many data sources and engineers to run federation.
Comparison
Starburst and Perplexity both land on Depends.
Buy if you are a large organization with many data sources and engineers to run federation.
Buy if you're a developer adding cited, real-time web answers to your product and can live with usage-based pricing.
| Compare | Starburst | Perplexity |
|---|---|---|
| Verdict | Depends | Depends |
| Best for | Enterprises querying many data sources | Developers adding cited, real-time web answers |
| Who it's not for | Small teams doing simple analytics | High-volume chatbots . per-query pricing piles up fast |
| Privacy | Enterprise security and governance features marketed; 2021 Log4Shell advisory and 2024 Dell-appliance CVE patched; no breaches found in sources reviewed.⁸ | No public API vulnerabilities found; the Comet browser/agent had multiple disclosed prompt-injection and hijack flaws in 2025-2026. |
| Support quality | No usable evidence in sources reviewed | Trustpilot reviewers report 'very poor customer service' |
| Public sentiment | Users praise Starburst Galaxy's federated-query capabilities but frequently flag usage-based pricing as steep for smaller teams.² | Users love the fast, cited research but increasingly complain about shrinking value, rising per-query costs, and poor support.16 |
| Biggest gotcha | Galaxy is usage-based; smaller teams report costs feel steep³ | Support quality: Trustpilot reviewers describe very poor customer service when issues arise.15 |