Business Intelligence · head to head
Evidence vs Lightdash

Evidence
Business Intelligence
Business intelligence as code for teams and AI agents
- From
- $2500/month
- Rated
- -
The short version
- Only Lightdash has a free tier, so it costs nothing to try first.
- Each has a real cost: Evidence high starting price at $2,500/month limits small team adoption; Lightdash requires existing dbt infrastructure, not suitable for teams without data models
- They diverge on capability: Evidence covers Analytics Agent, Lightdash covers dbt Integration.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Evidence and Lightdash actually diverge.
Identical on both: user rating (Not yet rated), category (Business Intelligence).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Evidence
- Analytics Agent
- Code-based infrastructure
- Development environment
- Visualization tools
- Embedded analytics
- Enterprise security
- Multi-channel access
Only in Lightdash
- dbt Integration
- Metrics Layer
- Dashboards
- Scheduling
- Version Control
- dbt
- BigQuery
- Snowflake
What people use each for
The jobs each tool is most often brought in to do.
Evidence
- Building version-controlled analytics infrastructurenot Lightdash
- Enabling AI agents to answer business questionsnot Lightdash
- Delivering analytics through multiple channels (web, Slack, ChatGPT)not Lightdash
- Embedding white-labeled analytics in productsnot Lightdash
Lightdash
- Self-service analyticsnot Evidence
- Data explorationnot Evidence
- Ad-hoc reportingnot Evidence
- Collaborative analysisnot Evidence
- Embedded analyticsnot Evidence
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Evidence
- High starting price at $2,500/month limits small team adoption
- No freemium option for evaluation or learning
- Code-based approach has steeper learning curve than visual tools
- AI credits limited on Team plan; additional credits cost extra
- Requires Git workflow familiarity for effective collaboration
Lightdash
- Requires existing dbt infrastructure, not suitable for teams without data models
- Enterprise features and AI agents unavailable in open-source MIT-licensed core
Pricing, plan by plan
Evidence
$2500/month- Team$2500/month
- Unlimited users
- Monthly billing
- Analytics Agent
- Enterprise$null/custom
- All Team features
- SSO/SAML authentication
- SCIM directory sync
Lightdash
Free- Open SourceFree
- MIT-licensed core
- Self-hostable
- dbt integration
- Cloud Managed$undefined/mo
- Managed hosting
- Premium features
- AI agent capabilities
Which should you pick?
Choose Evidence if
- You need analytics agent.
- You work on Cloud, Embedded.
- You also want code-based infrastructure.
Choose Lightdash if
- You need dbt integration.
- You want to start without paying.
- You work on Web, Cloud (managed), Self-hosted (on-premise).
- You also want metrics layer.
Questions people ask
- Is Evidence or Lightdash better?
- Neither clearly leads. Evidence starts at $2500/month and Lightdash at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Evidence or Lightdash?
- Lightdash has a free tier; the other does not. Paid plans start at $2500/month for Evidence and Free for Lightdash.
- Does Evidence or Lightdash run on more platforms?
- Evidence runs on Cloud, Embedded. Lightdash runs on Web, Cloud (managed), Self-hosted (on-premise).
- Can I use Lightdash for free?
- Yes. Lightdash has a free tier, so you can try it without paying. Evidence starts at $2500/month.
- What is Evidence best used for?
- Evidence is most often used for building version-controlled analytics infrastructure, enabling ai agents to answer business questions, delivering analytics through multiple channels (web, slack, chatgpt), embedding white-labeled analytics in products. Of those, building version-controlled analytics infrastructure and enabling ai agents to answer business questions are not what Lightdash is typically brought in for.
- What can Evidence do that Lightdash cannot?
- Evidence covers Analytics Agent, Code-based infrastructure, Development environment, Visualization tools. Lightdash covers dbt Integration, Metrics Layer, Dashboards, Scheduling.
Answered from the vendors’ own pages
Evidence: Does Evidence have per-user pricing?
No, Evidence offers one flat price for unlimited users at $2,500/month on the Team plan with a 30-day free trial.
SourceLightdash: Is Lightdash free?
Yes. Lightdash is free and open source under the MIT license. Self-hosting is completely free. Managed cloud services and enterprise features require separate licensing.
SourceEvidence: How many AI credits come with Team plan?
Team plan includes 20,000 AI credits monthly at $0.01 per additional credit. Enterprise offers custom credit packages.
SourceLightdash: How does Lightdash integrate with dbt?
Lightdash reads dbt models and metric definitions directly. A team defines metrics once in dbt and reuses them across dashboards, exploration, and AI agents without redefinition.
SourceEvidence: What is included in the Enterprise plan?
Enterprise adds SSO/SAML, SCIM directory sync, row-level access rules, embedding capabilities, and custom deployment options at custom pricing.
SourceLightdash: Does Lightdash support SQL queries?
Yes. As a modern BI platform for analysts, Lightdash supports full SQL capabilities alongside dbt model exploration and visual query builders.
SourceLightdash: What are Lightdash AI agents?
Lightdash AI agents, available on paid plans, allow natural language queries against your data, generating SQL and visualizations automatically from questions.
SourceLightdash: Can Lightdash be self-hosted?
Yes. Lightdash's MIT-licensed core is completely self-hostable and free. Enterprise features and AI agents ship under separate licensing.
SourceRelated pages
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