Thunderdome B2B SaaS AI Visibility Index

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Brand report · July 2026

Coda Coda: AI Visibility Report

coda.io ↗

When buyers ask ChatGPT, Claude, and Gemini about docs & knowledge management, Coda ranks #4 of 15, a Visibility Score of 25 in Docs & Knowledge Management (and appears in 2 categories of the index).

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 Coda

Visible in docs, an afterthought in project management.

Where it wins. In Docs and Knowledge Management, Coda earns a 40% mention rate and ranks 4th across all prompt themes with no blind spots, putting it in genuine consideration alongside Notion and Confluence.

Where it loses. In Project Management it sits 10th with a 15% mention rate and zero first-pick selections, and the AIs never surface it for high-intent prompts like best overall, enterprise, or startup fit, which are exactly the queries that convert.

AI-generated analysis of the July 2026 measurements.

On message

How Coda positions itself vs how AI ranks it

Coda claims Docs & Knowledge Management and the models back it: #4 of 15 there.

The pitch

"Coda is an all-in-one platform that blends the flexibility of docs, structure of spreadsheets, power of applications, and intelligence of AI."

What AI actually says
In Docs & Knowledge Management #4 of 15, claim holds

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

Docs & Knowledge Management · #4 of 15

25 / 100 first snapshot (July 2026)
40%
mention rate (72 answers)
5
avg. position
0%
first pick
6%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
28
Claude
28
Gemini
19
Prompt themes Coda would want to own

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

Most co-mentioned competitors
Notion
97%
Confluence
83%
Obsidian
45%
Slite
38%
GitBook
24%
Guru
24%

Share of Coda'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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