Comparison

Evidence vs Rill

On the evidence we track, Rill leads this comparison with a composite score of 62/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Evidence full profile →Rill full profile →

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Evidence49

★Rill62

Attribute comparison across 2 tools
Attribute	Evidence	RillLeader
Vioscale score	49 / 100medium · 65%	62 / 100high · 77%
Pricing
Free tierpricing.free_tier	✗	✓
Modelpricing.model	commercial	freemium
Price levelpricing.price_level	mid	low
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	4	15
Security
Disclosure policysecurity.disclosure_policy	✓	-
Soc2security.soc2	✓	✓
Vulnerabilitiessecurity.vulnerabilities	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=openvsx&package_name=Evidence%2Fevidence-vscode&per_page=100 · Last 12m: 0	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Frilldata%2Frill&per_page=100 · Last 12m: 0
Reliability
Status pagereliability.status_page	-	✓
Adoption
Dependent reposadoption.dependent_repos	0	0
Github starsadoption.github_stars	6,880	2,844
Activity
Commits last 30dactivity.commits_last_30d	22	62
Release
Cadence daysrelease.cadence_days	-	2
Historyrelease.history	20 items	20 items
License
Spdxlicense.spdx	MIT	Apache-2.0
Language
Primarylanguage.primary	TypeScript	Go
Market
Availabilitymarket.availability	Available worldwide	Available worldwide · Popular in US

Score

Vioscale score

Evidence49 / 100medium · 65%

Rill62 / 100high · 77%

Pricing

Free tier

Evidence✗

Rill✓

Model

Evidencecommercial

Rillfreemium

Price level

Evidencemid

Rilllow

Transparent

Evidence✓

Rill✓

Integrations

Count

Evidence4

Rill15

Security

Disclosure policy

Evidence✓

Rill–

Soc2

Evidence✓

Rill✓

Vulnerabilities

EvidenceCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=openvsx&package_name=Evidence%2Fevidence-vscode&per_page=100 · Last 12m: 0

RillCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Frilldata%2Frill&per_page=100 · Last 12m: 0

Reliability

Status page

Evidence–

Rill✓

Adoption

Dependent repos

Evidence0

Rill0

Github stars

Evidence6,880

Rill2,844

Activity

Commits last 30d

Evidence22

Rill62

Release

Cadence days

Evidence–

Rill2

History

Evidence20 items

Rill20 items

License

Spdx

EvidenceMIT

RillApache-2.0

Language

Primary

EvidenceTypeScript

RillGo

Market

Availability

EvidenceAvailable worldwide

RillAvailable worldwide · Popular in US

Capabilities

Feature-by-feature on the axes that matter for bi software. “-” means undocumented, not absent.

Capability comparison for BI Software
Capability	Evidence	Rill
Core
BI paradigm	Governed dashboards	Semantic layer
Semantic / modelling layer	Built-in	Built-in
Engine
Warehouse-native (SQL push-down)	✓	✓
Deployment
Self-hostable / OSS core	✓	✓
Managed cloud available	✓	✓
Intelligence
Natural-language query / AI copilot	✓	✓
Delivery
Embedded / white-label analytics	✓	✓
Scheduled reports / alerting	-	✓
Governance
Row-level security & SSO/SAML	✓	✓
Commercial
Per-seat pricing published	✓	✓
Free tier / free desktop	✗	✓
Ecosystem
dbt-native integration	-	-
Data-source connector breadth	Multiple data sources including BigQuery, Google Sheets, PostgreSQL, APIs	SQL databases, S3, Google Cloud Storage, and 20+ connectors

Core

BI paradigm

EvidenceGoverned dashboards

RillSemantic layer

Semantic / modelling layer

EvidenceBuilt-in

RillBuilt-in

Engine

Warehouse-native (SQL push-down)

Evidence✓

Rill✓

Deployment

Self-hostable / OSS core

Evidence✓

Rill✓

Managed cloud available

Evidence✓

Rill✓

Intelligence

Natural-language query / AI copilot

Evidence✓

Rill✓

Delivery

Embedded / white-label analytics

Evidence✓

Rill✓

Scheduled reports / alerting

Evidence-

Rill✓

Governance

Row-level security & SSO/SAML

Evidence✓

Rill✓

Commercial

Per-seat pricing published

Evidence✓

Rill✓

Free tier / free desktop

Evidence✗

Rill✓

Ecosystem

dbt-native integration

Evidence-

Rill-

Data-source connector breadth

EvidenceMultiple data sources including BigQuery, Google Sheets, PostgreSQL, APIs

RillSQL databases, S3, Google Cloud Storage, and 20+ connectors

What each one is

The product in its own terms, so the numbers below have context.

Evidence

Evidence is a BI platform offering Evidence Studio (a web-based IDE) for building self-serve analytics dashboards and reports with component-generated queries, AI-assisted exploration, and enterprise-grade security controls.

Independently observed

Rill

Leader

Platform for building analytics with metrics defined in code, then accessed via dashboards, natural language questions, and APIs. Works with multiple data sources and integrates with AI tools for faster insights.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Evidence

from $15/moSubscription

From $15/user/month (Team) with AI credits included. Enterprise custom pricing.

Team$15/user/month
- Unlimited users
- Page-level access control
- Log In With Google
- 1,000 AI Credits/user/month
- Multiple Data Sources
- +6 more
Pro$25/user/month
- Everything in Team plus
- Single Sign-On (SSO)
- Private Slack support
- 3,000 AI Credits/user/month
- AI Dev Agent
EnterpriseContact sales
- Everything in Pro plus
- White labeling
- Embedded reports
- Multi-region support
- Dedicated support
- +6 more

as of 2026-08-13verify ↗

Rill

Leader

from $0.10/moHybridFree tier

From $20/seat/month. Free tier with $250 credit. Hybrid seat + usage-based pricing

Starter$20/seat/month + $0.15/compute unit-hour
- Platform access
- Unlimited dashboards, reports, alerts
- Embedded analytics (previews only)
- Agentic analytics (1M tokens/seat/month)
- API access (2,500 calls/seat/month, $0.01/call overage)
- +3 more
Growth$30/seat/month + $500/month embedded + $0.20/compute unit-hour
- Platform access
- Unlimited dashboards, reports, alerts
- Embedded analytics ($500/month up to 100 active seats)
- Agentic analytics (2M tokens/seat + 200k/embedded)
- API access (5,000 calls/seat + 500/embedded, $0.01/call overage)
- +6 more
EnterpriseContact sales
- Platform access (unlimited seats)
- Unlimited dashboards, reports, alerts
- Embedded analytics (unlimited active seats)
- Agentic analytics (custom quota)
- API access (custom quota)
- +3 more

as of 2026-08-13verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	Evidence	Rill
WebPlatforms	✓	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✓	✓
HybridDeployment	✗	✓

Platforms

Web

Evidence✓

Rill✓

CLI

Evidence✓

Rill✓

Deployment

Cloud / SaaS

Evidence✓

Rill✓

Self-hosted

Evidence✓

Rill✓

Hybrid

Evidence✗

Rill✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Evidence

4 total

BigQuery
Google Sheets
PostgreSQL
JavaScript APIs

Independently observed

Rill

Leader

15 total

Claude Code
Cursor
ChatGPT
S3
Google Cloud Storage
ClickHouse
ClickHouse Cloud
DuckDB
MotherDuck
Druid
Pinot
Google SSO
Microsoft SSO
Okta
SAML

Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.