Thunderdome B2B SaaS AI Visibility Index

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Brand report · September 2026

Dagster Dagster: AI Visibility Report

dagster.io ↗

When buyers ask ChatGPT, Claude, and Gemini about data integration & etl, Dagster ranks #14 of 15, a Visibility Score of 9 in Data Integration & ETL .

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 Dagster

Dead last in its only race, with almost no traction.

Where it wins. Dagster does surface in startup and small-team contexts, which is its one foothold. A 14% mention rate means it at least registers in roughly 1 in 7 conversations about data integration tools.

Where it loses. It ranks 14 of 15 in Data Integration and ETL, earns zero first-pick selections, and is nowhere in enterprise, feature-driven, or top-tools queries. Buyers comparing serious options are not landing on Dagster.

AI-generated analysis of the September 2026 measurements.

Positioning

How Dagster positions itself vs how AI ranks it

The pitch

"Data your team trusts. AI that runs on it."

What AI actually says

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

Data Integration & ETL · #14 of 15

9 / 100 flat vs last month
14%
mention rate (72 answers)
5
avg. position
0%
first pick
2%
share of voice
13.9Jul 2026Jul 2026: 13.914.3Aug 2026Aug 2026: 14.38.9Sep 2026Sep 2026: 8.9
ChatGPT
20
Claude
2
Gemini
5

How the models portray Dagster

Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).

50% 50%
endorsed · 95% band 24–76% listed caveated graded across 10 mentions in Data Integration & ETL answers
Prompt themes Dagster would want to own

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

Gaps Top tools in 2026 · Enterprise pick · Feature-led ask · If you could pick one

Most co-mentioned competitors

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

Airbyte
100%
Fivetran
90%
Prefect
70%
dbt
60%
Meltano
50%
Airflow
40%

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

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