Thunderdome B2B SaaS AI Visibility Index

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Brand report · July 2026

Forest Admin Forest Admin: AI Visibility Report

forestadmin.com ↗

When buyers ask ChatGPT, Claude, and Gemini about no-code & internal tool builders, Forest Admin ranks #15 of 15, a Visibility Score of 6 in No-Code & Internal Tool Builders .

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

How AI sees Forest Admin

Last in class, appearing only when buyers describe exact use cases.

Where it wins. Forest Admin surfaces in 11% of prompts, but only when a buyer spells out a specific use case fit, which means it does earn some shelf space in targeted conversations.

Where it loses. It ranks 15th of 15 with zero first-pick selections and is absent from every high-intent prompt theme, including best overall, enterprise pick, and budget comparisons, where purchase decisions actually get made.

AI-generated analysis of the July 2026 measurements.

On message

How Forest Admin positions itself vs how AI ranks it

Forest Admin claims No-Code & Internal Tool Builders and the models back it: #15 of 15 there.

The pitch

"The operational infrastructure regulated companies grow on"

What AI actually says
In No-Code & Internal Tool Builders #15 of 15, claim holds

Homepage self-messaging · July 2026 ranking · the biggest gaps across the index →

No-Code & Internal Tool Builders · #15 of 15

6 / 100 first snapshot (July 2026)
11%
mention rate (72 answers)
5
avg. position
0%
first pick
2%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
8
Claude
3
Gemini
8
Prompt themes Forest Admin would want to own

Share of each theme's answers that mention Forest Admin. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Gaps Best overall · Top tools in 2026 · Enterprise pick · If you could pick one · Budget & alternatives

Most co-mentioned competitors
Retool
100%
Appsmith
100%
Metabase
63%
Tooljet
50%
Budibase
38%
React Admin
38%

Share of Forest Admin's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

Scores are measured from real AI answers, refreshed monthly. Methodology.

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