GoodData vs Lightdash
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
GoodData is the stronger AI pick in Business Intelligence: it has a visibility score of 0.9 versus 0.3 for Lightdash, and ranks ahead in 100% of the answers that name both.
Choose GoodData if…
- You want the brand AI engines rank higher (0.9 vs 0.3)
- You need SOC 2 Type II or ISO 27001 or GDPR or WCAG 2.1 AA coverage
- You prefer a larger, established vendor (201–500 employees)
- Embedded analytics for customer-facing SaaS products
Choose Lightdash if…
- You want a free plan to start
- AI answers describe it more positively (100% vs 67% positive)
- You need SOC 2 or HIPAA (BAA support) coverage
AI visibility side by side
Latest weekly run · Nov 2
| Metric | GoodData | Lightdash |
|---|---|---|
| Visibility score | 0.9% | 0.3% |
| Change vs last week | New | New |
| Rank in Business Intelligence | #30 | #39 |
| Share of voice | 0.5% | 0.2% |
| Mentions this run | 3 | 1 |
| Positive in AI answers | 67% | 100% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
GoodData 0pp · Lightdash 0pp over 0 weekly runs.
Engine by engine
GoodData leads on 2 of 3 engines
Head to head in AI answers
1 engine answers name both brands
| Prompt | Engine | GoodData | Lightdash |
|---|---|---|---|
| Top business intelligence tool options for B2B SaaS companies | ChatGPT | #8 | #9 |
Features, pricing & fit
| Dimension | GoodData | Lightdash |
|---|---|---|
| Pricing model | Flat tiers | Flat tiers |
| Entry price | Contact sales | Free; paid from $3,000 / mo |
| Free plan | No · 30-day trial | Yes |
| Deployment | Fully managed SaaS on AWS and Azure, with dedicated cluster, multi-region and self-hosted options on demand | Hosted on Google Cloud in US and EU regions, self-hosted via open source, or cloud or on-prem on the Enterprise tier. |
| Compliance | SOC 2 Type II, ISO 27001, GDPR, WCAG 2.1 AA | SOC 2, HIPAA (BAA support) |
| Support | 24/7 technical support worldwide, Community support through a Slack channel, Enterprise: 24/7 prioritized SLAs and a dedicated customer success manager, Enterprise: 99.5% guaranteed uptime SLA | Community Slack (Open Source plan), Private Slack channel and live chat (Cloud Pro), Private Slack channel and premium support with 8-hour response SLA (Enterprise) |
| Founded | 2007 | 2021 |
| Headquarters | San Francisco, California, United States | San Francisco, CA, United States |
| Employees | 201–500 | 11–50 |
| Funding | Last raise (CB Insights) | Series A · $19M raised |
| Best for | Small and medium companies on the Professional plan, and large enterprises on the Enterprise plan, that build embedded analytics, data products and governed AI on one platform | Data teams already using dbt who want self-serve BI without per-seat pricing. |
Plans side by side
GoodData
Lightdash
Pros and cons
Themes from the AI answers that mention each brand
GoodData
- Embedded analytics for customer-facing SaaS products
Lightdash
Profile in progress.
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “GoodData vs Lightdash”, https://slateindex.ai/compare/gooddata-vs-lightdash, data of Nov 2, 2026. Licence: CC BY 4.0.