Thunderdome B2B SaaS AI Visibility Index

← Data Integration & ETL ranking

Brand report · July 2026

Dagster Dagster: AI Visibility Report

dagster.io ↗

When buyers ask ChatGPT, Claude, and Gemini about data integration & etl, Dagster ranks #7 of 15, a Visibility Score of 14 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

Startup darling, enterprise ghost, stuck in the middle of the pack.

Where it wins. Dagster earns mentions in 22% of prompts, and its clearest foothold is the startup and small team conversation, where it surfaces as a credible alternative.

Where it loses. A rank of 7 out of 15 with zero first-pick selections tells the real story: AI models never lead with Dagster, and it is entirely absent from enterprise recommendations, which is where most B2B budget actually sits.

AI-generated analysis of the July 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 · July 2026 ranking · the biggest gaps across the index →

Data Integration & ETL · #7 of 15

14 / 100 first snapshot (July 2026)
22%
mention rate (72 answers)
5
avg. position
0%
first pick
3%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
32
Claude
3
Gemini
7

One of the index's bigger model splits: see where the models disagree →

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 Enterprise pick

Most co-mentioned competitors
Airbyte
94%
Fivetran
81%
Airflow
56%
dbt
56%
Prefect
50%
Meltano
31%

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.

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

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