1 category · Named, not rankedLightdash
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Embedded analytics | Data platform | 0% | 32 of 72 | 0% | 2 | under 10 labels · led by Metabase at 22% |
Movement
By model
How each model treated Lightdash across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“If your data team uses dbt ... Lightdash is the most efficient choice.” Qwen 3.7 Flash · Embedded analytics · budget prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Named alongside
The products named in the same answers as Lightdash, over the 10 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Lightdash was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 6 of the 10 answers that named Lightdash and are not a share of its labels.
Domains cited
Twenty-three of the twenty-five domain citations in answers naming Lightdash came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
What it publishes
ShowHide
What it publishes
ShowHide| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 67 | 10 | 2026-10-01 | ||
| Conference or event | 16 | 4 | 2026-10-01 | ||
| Case study | 13 | 13 | 2026-10-01 | ||
| Glossary or explainer | 6 | 0 | 2024-05-24 | ||
| Comparison | 5 | 2 | 2026-10-01 | ||
| Template or tool | 1 | undated |
Most recent
- 2026-10-01Customer stories case study
- 2026-10-01Lightdash vs looker v2 comparison
- 2026-10-01Lightdash vs looker comparison
- 2026-10-01Marketplace blog
- 2026-10-01Data observability blog
- 2026-10-01Transformation blog
How it is countedHide how it is counted
Every page lightdash.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.
Follow Lightdash
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Lightdash is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- the AI-first, open-source BI platform for modern data teams. Connect to dbt, define metrics once, and get instant, trustworthy insights.
- For
- modern data teams
- Price stated
- Open Source self-hosted; Cloud Pro $3000 / month; Enterprise Let’s talk lightdash.com/pricing
- Starting price
- 3000 lightdash.com/pricing
- Free plan or trial
- Start for free lightdash.com
- Integrations claimed
- 21 lightdash.com/integrations
- Certifications
- SOC 2HIPAA
- Hosting
- US and EUEurope and North America
- Customers named
- OlliefalGen HJustWatchQargoCollectorsTatangoStake
What Lightdash's own pages state, read October 6, 2026: lightdash.com, lightdash.com/pricing, lightdash.com/customer-stories, lightdash.com/integrations. A claimed page can correct any of them.
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Lightdash's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Lightdash, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Lightdash by email, built from the raw record of the edition. It shows:
- where Lightdash is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Lightdash, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.