# Turso AI visibility in Databases & Data Infrastructure

Canonical: https://devtune.ai/verticals/databases-data-infrastructure/turso

[Website](https://turso.tech/)

Updated: 2026-10-18T18:51:18.525881+00:00
Prompts: 25
Runs: 6


## Platforms

- perplexity
- google-ai-mode
- bing-copilot-search
- chatgpt-search
- google-ai
- xai-search

Rank: 12
Total brands: 15
Measured responses: 150
Presence percent: 1.3333333333333335
Share of voice percent: 2.1739130434782608
Average position: 5
Docs presence percent: 0.6666666666666667
Blog presence percent: 0
Brand mention percent: 8


## Profile

Overview: Turso is a SQLite-compatible database platform founded in 2021 by Glauber Costa and Pekka Enberg, both formerly of ScyllaDB. The company operates two complementary products: libSQL, a production-ready open-source fork of SQLite, and the Turso Database, a ground-up Rust rewrite of SQLite currently in beta. Turso Cloud provides a fully managed, serverless layer on top of libSQL with unlimited database provisioning, embedded replicas, database branching, native vector search, and global distribution. Turso's core thesis is that AI agents, mobile apps, and edge workloads require lightweight, isolated, file-like databases at massive density — a use case where SQLite's architecture excels and traditional client-server databases are prohibitively expensive. The platform is open-source under the MIT license with a strong developer community.
Product summary: Turso is a SQLite-compatible database platform comprising libSQL (a production-ready open-contribution SQLite fork), Turso Database (a Rust-rewritten SQLite engine in beta), and Turso Cloud (a fully managed serverless DBaaS). It is designed to provision millions to billions of lightweight, isolated SQLite databases — one per user, tenant, agent, or session — with built-in vector search, embedded replicas for local reads, copy-on-write branching, and global distribution, making it purpose-built for AI agents, multi-tenant SaaS, local-first mobile, and edge workloads.


### Key capabilities

- SQLite-compatible embedded and cloud database (libSQL fork + Rust rewrite)
- Massive multi-tenancy: billions of isolated SQLite databases at near-zero idle cost
- Native vector search for AI/RAG workflows without extensions
- Embedded replicas: local in-process reads with remote primary sync
- Database branching via copy-on-write for instant snapshots and rollbacks
- WebAssembly/browser support with OPFS persistence
- Async-first architecture using Linux io_uring primitives
- BYOK encryption, SOC2, and HIPAA compliance (Pro/Enterprise)
- Platform API and CLI for programmatic database lifecycle management
- Built-in MCP server for AI assistant integration



### Target users

- Full-stack and backend developers building multi-tenant SaaS
- AI/ML engineers building agent frameworks or RAG applications
- Mobile and IoT developers needing local-first, offline-capable data
- Startups and indie developers seeking generous free-tier serverless databases
- Platform builders requiring programmatic provisioning of thousands of databases
- Edge and serverless developers deploying on Vercel, Cloudflare Workers, or similar



### Key use cases

- Per-agent isolated databases for AI agent frameworks and agentic platforms
- Multi-tenant SaaS with database-per-user or database-per-workspace architecture
- Local-first and offline-capable mobile and IoT applications
- Edge/serverless applications requiring microsecond read latency
- Retrieval-augmented generation (RAG) with local on-device vector search
- AI builder platforms requiring high-density ephemeral database provisioning
- Privacy-first applications where data must never leave the device
- Developer tooling and SaaS products needing instant schema-branching for testing

Integrations ecosystem: Turso offers official SDKs for Rust, JavaScript/TypeScript, Python, Go, Java, Ruby (Rails/ActiveRecord), PHP (Laravel driver), Swift, Kotlin (Android), Flutter, React Native, and .NET. Cloud SDKs support serverless deployment via the @tursodatabase/serverless npm package. Framework integrations include Drizzle ORM, Prisma, Next.js, SvelteKit, Remix, and Astro (AstroDB is built on libSQL/Turso). Infrastructure partnerships include Vercel (Vercel Functions support) and Cloudflare Workers. The CLI includes a built-in Model Context Protocol (MCP) server allowing AI assistants such as Claude Code to interact with databases via natural language. An 'awesome-turso' community list on GitHub tracks community tools including migration utilities (Geni, Miflo), VS Code extensions (DBCode), and boilerplate templates. The platform exposes a programmatic Platform API for managing groups and databases at scale.
Pricing summary: Four self-serve tiers billed monthly or annually. Free: $0, 100 databases, 5 GB storage, 500M rows read/month, 10M rows written/month, 3 GB syncs, 1-day point-in-time restore. Developer: $4.99/month, unlimited databases, 500 monthly active DBs (+ $0.20/active DB overage), 9 GB storage, 2.5B rows read. Scaler: $24.92/month, 2,500 monthly active DBs (+ $0.05 overage), 24 GB storage, 100B rows read, team access, DPA. Pro: $416.58/month, 10,000 monthly active DBs (+ $0.025 overage), 50 GB storage, 250B rows read, SSO, BYOK encryption, SOC2, HIPAA, priority support. Enterprise: custom pricing with dedicated infrastructure and white-glove support. All plans require no credit card to start.
Review summary: Community sentiment across Product Hunt, DEV.to, and developer forums is consistently positive, centering on exceptional developer experience, the simplicity of multi-tenant database-per-user patterns, and the speed of integration. Builders praise the embedded replica feature as a 'killer feature' for local RAG, and note the free tier's generosity and the sub-day integration time. Criticism focuses on the experimental status of concurrent writes (not yet production-ready), the beta state of the Rust rewrite, and inherent SQLite write-concurrency limits for high-throughput use cases. No verifiable aggregate scores (G2, Gartner, Capterra) were found at time of research.
Competitive positioning: Turso positions itself as 'the database for the age of AI agents' — a SQLite-compatible, massively multi-tenant platform that can scale to millions or billions of isolated database instances at near-zero idle cost. Unlike Postgres-based serverless databases (Neon, Supabase) or MySQL-compatible platforms (PlanetScale), Turso bets on SQLite as the right primitive for edge compute, on-device AI, and agent sandboxing. Its dual-stack (libSQL fork for production, Rust rewrite 'Turso Database' for next-gen features) differentiates it from single-codebase competitors. It is developer-led and open-source, using a permissive free tier and a community-first flywheel against more enterprise-focused rivals.
Limitations: The Turso Database (Rust rewrite) is publicly labeled as beta and not recommended for production use as of mid-2026. Concurrent writes via MVCC are an experimental feature not yet production-ready — production Turso Cloud deployments still rely on libSQL, which inherits SQLite's single-writer model. This makes Turso unsuitable for high-throughput, globally distributed multi-writer workloads without careful architecture. The platform is not designed for OLAP, analytics, or columnar workloads. SQLite's file-per-database model can require careful planning for schema migrations at scale across many tenant databases (though multi-DB schema tooling exists). Strongly consistent multi-primary writes across geographically dispersed nodes remain an unsolved hard problem for the current generation.


### Source urls

- https://turso.tech/
- https://turso.tech/pricing
- https://turso.tech/about
- https://github.com/tursodatabase
- https://github.com/tursodatabase/turso
- https://docs.turso.tech/
- https://turso.tech/blog/turso-cloud-powers-adaptive-ai
- https://turso.tech/blog/why-prisma-chose-turso-to-power-prisma-optimize
- https://pitchbook.com/profiles/company/491091-67
- https://www.crunchbase.com/organization/chiselstrike/company_financials
- https://betterstack.com/community/guides/databases/turso-explained/
- https://www.producthunt.com/products/turso/reviews
- https://tracxn.com/d/companies/turso/__9yiGkZbmMa-YcuYPa2835J-NujMZua-HZOqt-ap7kg8

Reviewed at: 2026-04-28T23:24:25.563+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Adaptive | Adaptive's AI builder platform uses Turso Cloud to provision a dedicated database per application version, enabling non-technical users to build AI apps with full version isolation and instant branching. | 2 million+ databases created |
| Prisma | Prisma chose Turso Cloud to power Prisma Optimize, leveraging multi-DB schema databases to provision isolated per-workspace databases on the fly without redeployment, simplifying token management and multi-tenancy. | Not available |
| Val Town | Val Town integrated Turso to allow free-tier users to spin up thousands of databases via full API control, becoming one of their most popular feature launches. | Integration completed in less than one day |



### Reviews breakdown





### Review themes



#### Praised

- Outstanding developer experience and CLI
- Multi-tenancy / database-per-user simplicity
- Generous free tier (unlimited databases on paid plans)
- Embedded replicas for local-first and RAG workloads
- Fast time-to-integration (sub-day reported by Val Town, Prisma)
- Open-source and MIT licensed
- Edge performance and low latency
- Flexible SQLite interoperability and portability



#### Criticized

- Turso Database (Rust rewrite) still in beta — not production-ready
- Concurrent writes experimental only — SQLite single-writer limit in production
- Smaller ecosystem compared to PostgreSQL-based alternatives
- Pricing scales up quickly at higher active-database counts
- Not suitable for heavy OLAP or analytics workloads




### Company facts

Founded year: 2021
Hq: San Francisco, CA, USA


#### Founders

- Glauber Costa
- Pekka Enberg
- Dejan Mircevski

Employees range: 11-50
Total funding: ~$7M disclosed (seed rounds per PitchBoo
Valuation: Not available
Arr: Not available
Customer count: Not available
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Neon | 13 | 150 | 8.666666666666668 | 5.310344827586207 |
| Supabase | 13 | 150 | 8.666666666666668 | 9.76923076923077 |
| PlanetScale | 12 | 150 | 8 | 6.851851851851852 |
| CockroachDB | 12 | 150 | 8 | 7.421052631578948 |
| MongoDB | 9 | 150 | 6 | 4.0588235294117645 |
| PingCAP | 9 | 150 | 6 | 6.3076923076923075 |
| QuestDB | 6 | 150 | 4 | 7.833333333333333 |
| ClickHouse | 5 | 150 | 3.3333333333333335 | 5.9 |
| Redis | 2 | 150 | 1.3333333333333335 | 2 |
| SingleStore | 2 | 150 | 1.3333333333333335 | 4 |
| Timescale | 2 | 150 | 1.3333333333333335 | 5 |
| Turso | 2 | 150 | 1.3333333333333335 | 5 |
| Xata | 1 | 150 | 0.6666666666666667 | 4 |
| Fauna | 0 | 150 | 0 | Not available |
| Gel | 0 | 150 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| perplexity | 1 | 4 |
| google-ai-mode | 0 | 0 |
| bing-copilot-search | 0 | 0 |
| chatgpt-search | 1 | 4 |
| google-ai | 0 | 0 |
| xai-search | 0 | 0 |



## Strengths





## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which developer-focused database platforms integrate best with IaC tools so database provisioning and config can be version-controlled? | 3 |
| Which time-series databases maintain query performance best at 10 million events per second ingestion over long retention periods? | 3 |
| Which columnar databases handle mixed OLAP and OLTP workloads well — when does it make sense to use one over a standard row-store? | 3 |
| Which managed database platforms make multi-cloud portability practical — so moving between cloud providers isn't a nightmare? | 3 |
| Which document databases handle schema evolution most smoothly — without requiring migration scripts for every change? | 3 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 0 |
| Developer Experience | 5 | 0 |
| Integrations & Ecosystem | 5 | 0 |
| Performance & Reliability | 5 | 0 |
| Setup & First Run | 5 | 1 |



## Prompt results

- Prompt text: What are the best dedicated vector databases, and how do they compare to adding vector search extensions to an existing relational database?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| PlanetScale | 4 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: What tools sync data from a primary operational database to an analytics warehouse for real-time reporting without heavy ETL infrastructure?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which managed database platforms offer the best multi-region replication with automatic conflict resolution for write-write scenarios?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CockroachDB | 19 |



##### Google-ai





##### Xai-search




- Prompt text: Which developer-focused database platforms integrate best with IaC tools so database provisioning and config can be version-controlled?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| MongoDB | 1 |
| CockroachDB | 3 |
| Neon | 4 |
| PlanetScale | 6 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Supabase | 1 |
| MongoDB | 5 |
| PlanetScale | 8 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| MongoDB | 1 |
| Neon | 3 |
| CockroachDB | 6 |
| PlanetScale | 8 |



##### Google-ai





##### Xai-search




- Prompt text: What tools and benchmarks help compare database platforms for high-concurrency transactional workloads before committing to one?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which cloud database platforms support change data capture for streaming row-level changes to a message queue or event bus with low latency?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which developer-focused databases offer the best local development experience that actually mirrors the production setup?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 3 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Neon | 10 |
| Supabase | 13 |
| MongoDB | 33 |



##### Google-ai





##### Xai-search




- Prompt text: What's the fastest serverless relational database to spin up and connect to a Node.js backend for a new SaaS app?


#### Brand position by platform

Perplexity: 3
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: 6
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Turso | 3 |
| Supabase | 5 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 4 |
| Turso | 6 |



##### Google-ai





##### Xai-search




- Prompt text: Which time-series databases maintain query performance best at 10 million events per second ingestion over long retention periods?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Timescale | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| ClickHouse | 1 |
| QuestDB | 2 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| QuestDB | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| ClickHouse | 1 |
| QuestDB | 6 |



##### Google-ai





##### Xai-search




- Prompt text: Which globally distributed SQL databases are worth evaluating for a latency-sensitive SaaS product compared to a traditional single-region setup?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| PlanetScale | 7 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CockroachDB | 9 |
| PingCAP | 15 |



##### Google-ai





##### Xai-search




- Prompt text: Which managed database services offer the best backup and point-in-time recovery for production applications handling financial transactions?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which columnar databases handle mixed OLAP and OLTP workloads well — when does it make sense to use one over a standard row-store?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| PingCAP | 1 |
| SingleStore | 3 |
| ClickHouse | 6 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| PingCAP | 2 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| SingleStore | 1 |
| PingCAP | 2 |
| ClickHouse | 8 |



##### Google-ai





##### Xai-search




- Prompt text: Which managed database platforms have the best ORM and query builder compatibility for JavaScript and Python ecosystems?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 5 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which ORMs and query builders offer the best TypeScript experience for a distributed SQL database?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| CockroachDB | 5 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which managed database platforms make multi-cloud portability practical — so moving between cloud providers isn't a nightmare?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| MongoDB | 1 |
| CockroachDB | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| CockroachDB | 3 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| CockroachDB | 1 |
| MongoDB | 3 |



##### Google-ai





##### Xai-search




- Prompt text: Which document databases handle schema evolution most smoothly — without requiring migration scripts for every change?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| MongoDB | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| MongoDB | 1 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| MongoDB | 1 |



##### Google-ai





##### Xai-search




- Prompt text: I'm evaluating managed cloud databases versus self-hosted options for a seed-stage product — what should I look at?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity





##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Supabase | 5 |



##### Google-ai





##### Xai-search




- Prompt text: Which serverless database platforms maintain the best read/write throughput under sustained load with reliable autoscaling?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| ClickHouse | 6 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which time-series databases have the best query authoring and debugging experience for teams coming from relational databases?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| QuestDB | 1 |



##### Google-ai-mode





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| QuestDB | 5 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Timescale | 6 |
| QuestDB | 15 |



##### Google-ai





##### Xai-search




- Prompt text: Which cloud-native database platforms handle connection pooling best for serverless workloads with unpredictable connection spikes?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 8 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Neon | 2 |
| PlanetScale | 5 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Supabase | 6 |



##### Google-ai





##### Xai-search




- Prompt text: Which developer-focused database platforms handle schema migrations with CI/CD pipeline tooling out of the box?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| PlanetScale | 1 |
| Neon | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Supabase | 2 |
| PlanetScale | 4 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Supabase | 2 |
| Neon | 11 |
| PlanetScale | 13 |



##### Google-ai





##### Xai-search




- Prompt text: What in-memory caching tools integrate best with persistent databases — and which are worth adding versus just optimizing primary database queries?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Redis | 1 |



##### Google-ai-mode





##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Redis | 2 |



##### Google-ai





##### Xai-search




- Prompt text: Which distributed SQL platforms support migrating from a legacy relational database with minimal downtime for a production application?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| CockroachDB | 1 |
| PingCAP | 5 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| CockroachDB | 3 |
| PingCAP | 6 |



##### Bing-copilot-search





##### Chatgpt-search





##### Google-ai





##### Xai-search




- Prompt text: Which database platforms support branching so I can get a fresh isolated database copy per pull request for feature development?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| Neon | 2 |
| PlanetScale | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Xata | 1 |
| Supabase | 4 |
| PlanetScale | 8 |



##### Bing-copilot-search





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Neon | 1 |
| Supabase | 3 |
| PlanetScale | 6 |



##### Google-ai





##### Xai-search




- Prompt text: Which distributed SQL databases handle automatic failover most reliably when a node goes down — with the fastest recovery times?


#### Brand position by platform

Perplexity: Not available
Google-ai-mode: Not available
Bing-copilot-search: Not available
Chatgpt-search: Not available
Google-ai: Not available
Xai-search: Not available



#### Platform rows



##### Perplexity

| Display name | Position |
| --- | --- |
| CockroachDB | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| CockroachDB | 3 |
| PingCAP | 4 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| PingCAP | 6 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| PingCAP | 9 |



##### Google-ai





##### Xai-search







## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://docs.turso.tech/sdk/ts/quickstart.md | Turso Quickstart (TypeScript / JS) | docs.turso.tech | Not available | commercial | documentation | 1 | 1 |
| https://docs.turso.tech/quickstart.md | quickstart.md | docs.turso.tech | Not available | commercial | documentation | 1 | 1 |
| https://github.com/tursodatabase/turso/blob/main/serverless/javascript/README.md | turso/serverless/javascript/README.md at main · tursodatabase/turso | github.com | Not available | commercial | documentation | 1 | 1 |
| https://github.com/tursodatabase/libsql-client-ts | GitHub - tursodatabase/libsql-client-ts: TypeScript/JavaScript client API for libSQL | github.com | Not available | commercial | documentation | 1 | 1 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| Which developer-focused databases offer the best local development experience that actually mirrors the production setup? | bing-copilot-search | ...est-tools/best-databases/)Best Database Tools in 2026 \| Toolradar Blog Turso(Edge SQLite/libSQL)\| Edge-first SQLite\| Low-latency apps, offline-first\| Local SQLite mirrors edge deployment; syncs glob... |
| What's the fastest serverless relational database to spin up and connect to a Node.js backend for a new SaaS app? | bing-copilot-search | For spinning up a serverless relational database quickly and connecting it to a Node.js backend for a SaaS app, the leading options in 2025 are Supabase, Neon, PlanetScale, Turso, and CockroachDB Serverless. |
| Which globally distributed SQL databases are worth evaluating for a latency-sensitive SaaS product compared to a traditional single-region setup? | bing-copilot-search | For a latency-sensitive SaaS product with global users, the most compelling SQL databases to evaluate are CockroachDB, Google Cloud Spanner, YugabyteDB, and newer edge-distributed options like Turso. |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| perplexity | MongoDB | ...database provisioning and configuration, these platforms stand out: \| Platform \| IaC fit \| Best for \| \|---\|---\|---\| \| MongoDB Atlas \| Strongest overall: an official, HashiCorp-verified Terraform provider covers a broad range of Atlas resources, i... |
| perplexity | CockroachDB | \| \| CockroachDB Cloud \| Strong: its Terraform provider can provision and manage clusters and related resources. |
| google-ai-mode | Supabase | Terraform provider \| Supabase FeaturesNeon Provider \| Pulumi Registry[Docs overview \| supabase/supabase \| Terraform \| Terraform Registry](https://regis... |
| chatgpt-search | MongoDB | My top recommendation is MongoDB Atlas for the most mature database-specific Terraform integration, Neon for developer-centric PostgreSQL workflows, and CockroachDB Cloud or PlanetScale for teams that want managed databases with programmable infrastructure. |
| chatgpt-search | Neon | My top recommendation is MongoDB Atlas for the most mature database-specific Terraform integration, Neon for developer-centric PostgreSQL workflows, and CockroachDB Cloud or PlanetScale for teams that want managed databases with programmable infrastructure. |
| google-ai-mode | ClickHouse | ...he systems proven to handle this tier of sustained ingestion while maintaining high query performance include: * * ClickHouse * How it handles 10M+ EPS & Retention: ClickHouse is an open-source, columnar OLAP database built explicitly fo... |
| google-ai-mode | QuestDB | ...etflix optimized its petabyte-scale logging system with](https://clickhouse.com/blog/netflix-petabyte-scale-logging) * QuestDB * How it handles 10M+ EPS & Retention: QuestDB is engineered from the ground up for high-throughput time-series... |
| bing-copilot-search | QuestDB | For sustained query performance at extreme ingestion rates (≈10M events/sec) with long retention, the strongest candidates are QuestDB, ClickHouse, and InfluxDB 3.0, with TimescaleDB viable when SQL compatibility is critical. |
| chatgpt-search | ClickHouse | ## 1. ClickHouse Best for analytical queries A strong first choice for large event datasets, high-cardinality dimensions, aggregations, and queries spanning weeks or years. |
| perplexity | SingleStore | \| \| SingleStore \| Offers in-memory rowstore tables for demanding point-lookup and update-heavy transactions, plus on-disk columnstore/“Universal Storage” with features such as indexes, row-level locking, and upserts for mixed workloads. |
| google-ai-mode | PingCAP | pingcap.com/article/tidb-the-ultimate-htap-database-for-modern-applications/) * * OLTP needs fast single-row lookups, heavy concurrent writes, and strict ACID guarantees (traditionally best on row-stores like PostgreSQL or MySQL). |
| chatgpt-search | SingleStore | ## 2. SingleStore Best for mixed application SQL and real-time analytics Combines rowstore and columnstore table options in a distributed SQL database. |



## Trend

Visibility delta: -2.036363636363636
Avg position delta: 0
Citation count delta: 2