Databricks vs Evidently AI
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Databricks is the stronger AI pick in MLOps Platforms: it has a visibility score of 46.2 versus 2.4 for Evidently AI, and ranks ahead in 75% of the answers that name both.
Choose Databricks if…
- You want the brand AI engines rank higher (46.2 vs 2.4)
- You need ISO 27001 or ISO 27017 or ISO 27018 or ISO 27701 or SOC 1 or SOC 2 Type II or SOC 3 coverage
- You prefer a larger, established vendor (5,000+ employees)
- Lakehouse architecture combining data warehousing with data lake flexibility
Choose Evidently AI if…
- AI answers describe it more positively (50% vs 35% positive)
- Listed as a monitoring option in vendor-neutral ML stacks
- Named alongside Prometheus and Grafana in monitoring setups
- Grouped with Arize and WhyLabs as a monitoring tool
AI visibility side by side
Latest weekly run · Nov 2
| Metric | Databricks | Evidently AI |
|---|---|---|
| Visibility score | 46.2% | 2.4% |
| Change vs last week | New | New |
| Rank in MLOps Platforms | #2 | #25 |
| Share of voice | 7.6% | 0.9% |
| Mentions this run | 51 | 7 |
| Positive in AI answers | 35% | 50% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Databricks 0pp · Evidently AI 0pp over 0 weekly runs.
Engine by engine
Databricks leads on 3 of 3 engines
Head to head in AI answers
4 engine answers name both brands
| Prompt | Engine | Databricks | Evidently AI |
|---|---|---|---|
| What should an MLOps platform integrate with? | ChatGPT | #21 | #19 |
| What are the best MLOps Platforms tools in 2026? | ChatGPT | #1 | #16 |
| Alternatives to the most popular MLOps platform | Perplexity | #12 | #19 |
| Official website of the top MLOps platform vendors | Perplexity | #1 | #19 |
Features, pricing & fit
| Dimension | Databricks | Evidently AI |
|---|---|---|
| Deployment | Available across all major cloud providers | The open-source version runs on the customer's own infrastructure; Evidently Cloud runs on managed infrastructure. |
| Compliance | ISO 27001, ISO 27017, ISO 27018, ISO 27701, SOC 1, SOC 2 Type II, SOC 3 | — |
| Support | Technical support on request, Technical documentation | — |
| Founded | 2013 | 2020 |
| Headquarters | San Francisco, CA | San Francisco, CA, United States |
| Employees | 5,000+ | 1–10 |
| Funding | Round at $60B valuation, including secondary sale | Seed · $1M raised |
| Best for | Data engineering, data science, analytics and AI teams at startups and global enterprises | AI and ML teams that want open-source evaluation, testing and monitoring for LLM applications and predictive models. |
Pros and cons
Themes from the AI answers that mention each brand
Databricks
- Lakehouse architecture combining data warehousing with data lake flexibility
- Strong for machine learning, AI, and data engineering workloads
- Top customer satisfaction ratings alongside Snowflake
- Free trial and free Edition for learning
- Discounts for annual prepaid commitments
- Complex consumption-based pricing with no single fixed price
- Best only when ML, Spark, or Python skills are central to the team
Evidently AI
- Listed as a monitoring option in vendor-neutral ML stacks
- Named alongside Prometheus and Grafana in monitoring setups
- Grouped with Arize and WhyLabs as a monitoring tool
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Databricks vs Evidently AI”, https://slateindex.ai/compare/databricks-vs-evidently-ai, data of Nov 2, 2026. Licence: CC BY 4.0.