{
  "generatedAt": "2026-10-30T02:42:53.994Z",
  "engine": "Perplexity Sonar",
  "result": {
    "ok": true,
    "id": "5e86c42901",
    "brand": "Neon",
    "website": "neon.tech",
    "category": "serverless Postgres",
    "audience": "developers",
    "competitors": [
      "Supabase",
      "PlanetScale"
    ],
    "score": 93,
    "mentionRate": 1,
    "citationRate": 0.6666666666666666,
    "mentions": 3,
    "samples": 3,
    "results": [
      {
        "question": "What are the best serverless Postgres options for developers in 2026?",
        "answer": "For most developers in 2026, the best serverless Postgres options are Neon, Supabase, Prisma Postgres, and Aurora Serverless v2; the best choice depends on whether you want true scale-to-zero, a full backend platform, TypeScript-friendly pooling, or AWS-native infrastructure. - Neon — best overall for serverless Postgres, with scale-to-zero, copy-on-write branching, and developer-friendly preview environments; it’s the strongest fit for dev/test workflows and bursty traffic. - Supabase — best if you want Postgres plus auth, APIs, storage, and realtime in one platform; it’s less “pure serverless” because compute is typically always-on. - Prisma Postgres — best for TypeScript teams and apps that want built-in pooling and pricing tied to usage/query traffic. - Amazon Aurora Serverless v2 — best for teams already on AWS that need managed PostgreSQL compatibility and enterprise controls. If you want the shortest recommendation: choose Neon for the best developer experience, Supabase for all-in-one app infrastructure, and Aurora Serverless v2 for AWS-heavy stacks.",
        "mentioned": true,
        "position": 1,
        "brandCited": true,
        "citations": [
          {
            "url": "https://klymentiev.com/blog/serverless-postgres-guide",
            "host": "klymentiev.com",
            "title": "Serverless Postgres 2026: Neon, Aurora, Supabase, Xata"
          },
          {
            "url": "https://www.prisma.io/blog/serverless-postgres",
            "host": "prisma.io",
            "title": "Serverless Postgres compared (2026): Neon, Supabase ... - Prisma"
          },
          {
            "url": "https://mastra.ai/articles/best-serverless-postgres-databases",
            "host": "mastra.ai",
            "title": "The 11 Best Serverless Postgres Databases (August 2026) - Mastra"
          },
          {
            "url": "https://www.citehawk.com/leaderboards/serverless-databases/fauna",
            "host": "citehawk.com",
            "title": "Fauna in serverless databases: AI visibility"
          },
          {
            "url": "https://www.instaclustr.com/education/postgresql/best-managed-postgresql-services-top-5-in-2026/",
            "host": "instaclustr.com",
            "title": "Top 8 Managed PostgreSQL Services with Security and Encryption"
          },
          {
            "url": "https://devtoollab.com/blog/best-serverless-postgres",
            "host": "devtoollab.com",
            "title": "Best Serverless Postgres in 2026: Neon, Supabase and What Scale ..."
          }
        ],
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          "prisma.io",
          "mastra.ai",
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          "instaclustr.com"
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        "competitors": [
          {
            "name": "Supabase",
            "position": 1
          }
        ]
      },
      {
        "question": "How should developers choose a serverless Postgres provider?",
        "answer": "Developers should start by clarifying workload pattern, latency tolerance, and ecosystem lock‑in, then map those to specific vendors and pricing. Key dimensions to evaluate: 1. Workload profile & scaling model - Bursty / idle-heavy / preview envs → favor true *scale‑to‑zero* (e.g. Neon, Prisma Postgres), where you pay mainly for query time and storage. - Always‑on, steady traffic → compare serverless vs fixed-size instances; some “serverless” options (e.g. Aurora Serverless v2, Supabase) still have an always-on floor cost. 2. Cold starts & latency - Check documented or community‑reported cold start times (Neon is ~sub‑second; acceptable for APIs but not ultra‑low‑latency trading or gaming). - Run your own benchmarks for P95/P99 latency under load before committing. 3. Ecosystem & features - Need full backend (auth, storage, realtime, edge functions) → Supabase. - TypeScript + Prisma‑first → Prisma Postgres. - Deep AWS integration & enterprise infra → Amazon Aurora Serverless v2. - Branching / preview DBs / CI → Neon, Xata, PlanetScale Postgres. 4. Cost model & limits - Compare: minimum monthly spend, scale‑to‑zero behavior, storage pricing, connection limits, and free-tier quotas (Neon’s free tier is usage-based with limited CU‑hours).[",
        "mentioned": true,
        "position": 1,
        "brandCited": true,
        "citations": [
          {
            "url": "https://www.prisma.io/blog/serverless-postgres",
            "host": "prisma.io",
            "title": "Serverless Postgres compared (2026): Neon, Supabase ... - Prisma"
          },
          {
            "url": "https://clickhouse.com/resources/engineering/postgres-hosting-startups-2026",
            "host": "clickhouse.com",
            "title": "8 Best Postgres Hosting Providers for Startups (2026)"
          },
          {
            "url": "https://www.instaclustr.com/education/postgresql/best-managed-postgresql-services-top-5-in-2026/",
            "host": "instaclustr.com",
            "title": "Top 8 Managed PostgreSQL Services with Security and Encryption"
          },
          {
            "url": "https://www.bytebase.com/blog/postgres-hosting-options-pricing-comparison/",
            "host": "bytebase.com",
            "title": "Prisma Postgres"
          },
          {
            "url": "https://www.citehawk.com/leaderboards/postgres-hosting/neon",
            "host": "citehawk.com",
            "title": "Neon in Postgres hosting providers: AI visibility | CiteHawk"
          },
          {
            "url": "https://northflank.com/blog/best-postgresql-hosting-providers",
            "host": "northflank.com",
            "title": "Best PostgreSQL hosting providers for developers in 2026"
          }
        ],
        "citedDomains": [
          "prisma.io",
          "clickhouse.com",
          "instaclustr.com",
          "bytebase.com",
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        "competitors": [
          {
            "name": "Supabase",
            "position": 1
          },
          {
            "name": "PlanetScale",
            "position": 2
          }
        ]
      },
      {
        "question": "What are the top alternatives to Supabase for serverless Postgres?",
        "answer": "For serverless Postgres specifically, the leading Supabase alternatives are: - Neon – Pure serverless PostgreSQL with storage/compute separation, true scale-to-zero, branching, and ephemeral preview databases. Best if you only need the database and will handle auth/storage yourself. - Amazon Aurora Serverless v2 (PostgreSQL-compatible) – AWS-native serverless Postgres option with automatic scaling and strong integration with other AWS services. Good for production workloads already on AWS. - CockroachDB Serverless – Postgres‑wire compatible, distributed SQL with automatic scale and global replication. Suited to multi-region or globally distributed apps. If you’re open to “nearly serverless” Postgres or one-click managed setups: - Railway Postgres – Very easy to spin up Postgres with per‑second billing; popular with solo devs and small teams. - Render Postgres – Managed Postgres with PITR, HA, and pgvector; often paired with serverless app platforms. - Northflank – Managed Postgres plus CI/CD and app hosting, with multi‑cloud support.",
        "mentioned": true,
        "position": 2,
        "brandCited": false,
        "citations": [
          {
            "url": "https://www.citehawk.com/leaderboards/serverless-databases/neon",
            "host": "citehawk.com",
            "title": "Neon in serverless databases: AI visibility | CiteHawk"
          },
          {
            "url": "https://www.producthunt.com/products/supabase/alternatives",
            "host": "producthunt.com",
            "title": "Supabase Competitors & Alternatives (2026) | Product Hunt"
          },
          {
            "url": "https://www.commercepundit.com/blog/supabase-alternatives/",
            "host": "commercepundit.com",
            "title": "7 Supabase Alternatives for Production Apps (2027)"
          },
          {
            "url": "https://www.prisma.io/blog/serverless-postgres",
            "host": "prisma.io",
            "title": "Serverless Postgres compared (2026): Neon, Supabase, ..."
          },
          {
            "url": "https://www.startuphub.ai/startups/supabase/alternatives",
            "host": "startuphub.ai",
            "title": "Supabase Alternatives & Competitors (2026) | StartupHub.ai ..."
          },
          {
            "url": "https://tadabase.io/blog/supabase-alternatives",
            "host": "tadabase.io",
            "title": "Best Supabase Alternatives in 2026 - Tadabase"
          }
        ],
        "citedDomains": [
          "citehawk.com",
          "producthunt.com",
          "commercepundit.com",
          "prisma.io",
          "startuphub.ai"
        ],
        "competitors": [
          {
            "name": "Supabase",
            "position": 1
          }
        ]
      }
    ],
    "competitorStats": [
      {
        "name": "Supabase",
        "mentions": 3
      },
      {
        "name": "PlanetScale",
        "mentions": 1
      }
    ],
    "engine": "Perplexity Sonar",
    "method": "One logged-out sample per question, three questions, sampled now. The paid diagnostic uses three samples per question over three days.",
    "generatedAt": "2026-10-30T02:42:53.988Z"
  }
}