MaterializeThe live context layer for agents and apps
vs
StarburstStop moving data. Start using it.
Comparison · Data Warehouse · weekly run Nov 3
Materialize vs Starburst
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Materialize is the stronger AI pick in Data Warehouse: it has a visibility score of 0 versus 0 for Starburst.
Choose Materialize if…
- You need SOC 2 Type II coverage
Choose Starburst if…
- You want a lower entry price ($0.5 vs $1.5)
- You need a self-hosted or on-premises option
- You prefer a larger, established vendor (501–1,000 employees)
AI visibility side by side
Latest weekly run · Nov 3
| Metric | Materialize | Starburst |
|---|---|---|
| Visibility score | 0% | 0% |
| Change vs last week | New | New |
| Rank in Data Warehouse | #35 | #38 |
| Share of voice | 0% | 0% |
| Mentions this run | 0 | 0 |
| Positive in AI answers | — | — |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Materialize 0pp · Starburst 0pp over 0 weekly runs.
Engine by engine
Materialize leads on 0 of 3 engines
ChatGPT
AI Mode
Perplexity
MaterializeStarburst
Head to head in AI answers
0 engine answers name both brands
0Materialize ranked higher
0Starburst ranked higher
Features, pricing & fit
| Dimension | Materialize | Starburst |
|---|---|---|
| Pricing model | Usage-based | Usage-based |
| Entry price | Free; paid from $1.5 / mo | Free; paid from $0.5 / mo |
| Free plan | Yes | Yes |
| Deployment | Fully managed SaaS (Materialize Cloud) or self-managed on your own infrastructure, including air-gapped on-prem | Managed cloud (Starburst Galaxy) and self-managed (Starburst Enterprise), across cloud, hybrid and on-premises |
| Integrations | — | 50+ |
| Compliance | SOC 2 Type II | — |
| Support | Chatbot and helpdesk tickets (Cloud On-Demand), Dedicated account team and guided onboarding (Cloud Capacity), Community Slack (Community license), Priority support from Materialize (Enterprise license) | 24/7 support, Elite support and ticketing on the Mission-Critical plan |
| Founded | 2019 | 2017 |
| Headquarters | New York, NY, United States | Boston, Massachusetts, US |
| Employees | 51–200 | 501–1,000 |
| Funding | Series C · $100M raised | Series C · $414M raised |
| Best for | Engineering teams that want to build live data products and fresh context for AI agents and apps using SQL | Large enterprises and regulated organizations that need governed SQL access to data spread across clouds and on-premises systems without migrating it. |
Plans side by side
Materialize
Cloud On-Demand$1.5per compute credit, billed monthly
Cloud Capacity$1.5per compute credit, annual prepaid plan
Self-Managed Community$0free forever
Self-Managed EnterpriseCustomannual license
Starburst
Free$0forever
Pro$0.5per credit
Enterprise$0.75per credit
Mission-Critical$1per credit
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Materialize vs Starburst”, https://slateindex.ai/compare/materialize-vs-starburst, data of Nov 3, 2026. Licence: CC BY 4.0.