Evidencevs
Cube
Cube: Semantic layer platform with per-developer pricing option
Evidence
Business intelligence as code for teams and AI agents
As of 29 August 2026, Evidence starts at $2500/month. Evidence treats analytics infrastructure as version-controlled code, enabling teams and AI agents to collaboratively build, deploy, and maintain data products with governed access and automated testing. Softwr lists it under Business Intelligence. Evidence is available on Cloud, Embedded.
Overview
What Evidence does
Evidence is a business intelligence platform that treats analytics infrastructure as code, enabling teams and AI agents to collaboratively build and deploy data products. Teams define dashboards, reports, access controls, and themes as version-controlled code files that integrate with Git workflows, supporting branch previews and instant rollback. The platform provides a cloud editor and CLI for local development, visualization tools including charts, tables, maps, and filters, and multiple delivery channels including web, Slack, Claude Desktop, ChatGPT, and MCP clients. Evidence emphasizes governance through SSO integration, SCIM directory sync, audit logging, and customer-managed encryption keys for enterprise security. The Analytics Agent provides conversational data access, answering questions in plain language while respecting data access rules and custom context. The platform appeals to organizations seeking governed reporting systems, data-driven teams automating analytics delivery, product companies embedding analytics into customer offerings, and enterprises requiring security and compliance controls.
What people use it 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
Related searches
The honest half
Where it falls short
Concrete and checkable, so you can decide whether any of them matter to you. This is the half of a review a vendor will not write about 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
Cross-shopped
What people choose instead of Evidence
Each pairing was judged by two reviewers asking whether a buyer would genuinely weigh the two against each other. The ones that failed were deleted rather than published.
- EvidencevsTableau
Tableau: Established enterprise BI platform
- EvidencevsMetabase
Metabase: Simpler self-hosted BI alternative
Pricing
What Evidence costs
Taken from the vendor's own pricing page. Prices move, so check before you buy.
Team
$2,500 /mo
- Unlimited users
- Monthly billing
- Analytics Agent
- Page-level access control
- Slack bot and MCP integration
- Private support
Enterprise
On request
- All Team features
- SSO/SAML authentication
- SCIM directory sync
- Row-level access rules
- Embedding and white-labeling
- Custom AI credits
Capabilities
Features
Analytics Agent
Conversational interface answering data questions in plain language
Code-based infrastructure
Version-controlled code files for dashboards and access controls
Development environment
Cloud editor and CLI with Git workflows
Visualization tools
Charts, tables, maps, filters, and custom components
Embedded analytics
APIs and white-labeled solutions for customer delivery
Enterprise security
SSO, SCIM, audit logging, and customer-managed keys
Multi-channel access
Slack, Claude Desktop, ChatGPT, and MCP clients
Answered, with sources
Questions people ask
Each answer names the page it came from, so you can check it rather than take our word for it.
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.
SourceHow 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.
SourceWhat 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.
SourceKeep looking
Where to go from Evidence
- Evidence alternativesEvery product people weigh against it
- Evidence pricingPlans, floors and what the tiers exclude
- Evidence badgesWhich rules it meets, and the figure behind each
- All Business Intelligence softwareThe full category
- Best Business Intelligence softwareThe shortlist, and how it was cut
Best Business Intelligence software for
Compare Evidence with
- Cube
- Zenlytic
- Hex
- Fabi
- Phocas
- Rill Data
- GoodData
- Grow
- Sisense
- MicroStrategy
- Anaplan
- Deepnote
- Mode
- Oracle Analytics Cloud
- Periscope Data
- Zoho Analytics
- Baremetrics
- Board International
Other Business Intelligence software
AI-native analytics platform with semantic layer and governed access
Free, then $40/developer/month11 researched notesConversational analytics on a governed semantic layer that shows you the SQL it ran
Pricing on request12 researched notesAI-powered analytics platform unifying notebooks, dashboards, and business intelligence
Free, then $36/mo11 researched notesAI notebooks combining SQL, Python and no-code for small data teams
Free, then $39/mo12 researched notesPre-built BI and FP&A for wholesale distributors and manufacturers running mid-market ERPs
Pricing on request12 researched notesLocal-first BI on DuckDB and ClickHouse with dashboards defined as code
From $20/mo12 researched notesConnected planning platform with an in-memory calculation engine for large multidimensional models
Pricing on request12 researched notesCollaborative cloud workspace for data analytics and machine learning
Free, then $39/mo12 researched notesUnified planning, budgeting and BI on a single multidimensional model
Pricing on request12 researched notes
Softwr does not host reviews and shows no star rating for Evidence, because a rating we did not collect is not ours to publish. What is here is the pricing and platform detail from the vendor’s own pages, limitations we could state concretely, and alternatives a reviewer confirmed people weigh against it. Tell us if any of it is wrong.
More on Evidence
Evidence alternatives
What people switch to, and what they give up
Evidence pricing
Every tier, and where the cost actually lands
Compare Evidence
Put it head to head with anything we hold
Evidence badge
Its rating, and an embed for your own site
Best Business Intelligence software alternatives
Connected planning platform with an in-memory calculation engine for large multidimensional models
quote
Excel-native planning and OLAP modelling for finance teams that refuse to leave spreadsheets
quote
Consumer and market intelligence combining social listening with unstructured text analytics
quote
Fixed-price marketing dashboards for agencies billed by dashboard, not by seat
Per month by dashboard count
Embedded analytics for SaaS products, billed by monthly active dashboard users
Per month by monthly active user count
Cookieless web analytics that also reports the carbon footprint of your website
Per month by pageview volume