Thunderdome B2B SaaS AI Visibility Index

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Use-case fit · Prompt 2 of 8 · July 2026

A real buyer question from the July 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“We need to build admin panels and dashboards on top of our Postgres database. What should we use?”

ChatGPT answered 3× this snapshot

Short answer: pick something boring and proven unless you have very specific needs. Here are the main paths, with when they make sense: 1) Off-the-shelf admin tools (fastest to ship) Retool, Appsmith, ToolJet, Budibase Best if you want dashboards + CRUD + internal tools quickly with minimal frontend work Pros: drag-and-drop UI, built-in auth, connects directly to Postgres, fast iteration Cons: can get pricey…

Named across its answers: 1. Retool2. Appsmith3. Budibase4. Supabase5. Metabase

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

Retool owns this question completely, earning the top slot in all 9 answers across every model, while Appsmith holds a consistent but distant second with zero first-place mentions. Glide, Superblocks, Microsoft Power Apps, and Airtable are invisible here despite their category rankings, meaning buyers asking this specific Postgres question will not encounter them.

AI-generated read of the July 2026 measurements.

Who wins this question

Owned Consensus

All three models name Retool, Appsmith and Metabase on this question.

ChatGPTClaudeGemini mentioned · first · avg. pos
Retool 111111111 9/9 · 9× first · #1
Appsmith 222222222 9/9 · never first · #2
Metabase 84444647 8/9 · never first · #5.1
Forest Admin 468474 6/9 · never first · #5.5
Tooljet 33333 5/9 · never first · #3
Budibase 34333 5/9 · never first · #3.2
Redash 105555 5/9 · never first · #6
Apache Superset 9758 4/9 · never first · #7.3
Directus 555 3/9 · never first · #5
Supabase 666 3/9 · never first · #6
AdminJS 756 3/9 · never first · #6
Refine 89 2/9 · never first · #8.5

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Showing the top 12 of 24 brands named at least once. Never mentioned here: Microsoft Power Apps, Glide, Superblocks, Airtable, Softr, Bubble, OutSystems, ServiceNow, Airplane.

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Part of the No-Code & Internal Tool Builders snapshot: 72 answers across 8 prompts. Full category ranking · Compare brands head-to-head · Methodology.