Business Intelligence · head to head
Evidence vs Zebra BI
Evidence
Business Intelligence
Business intelligence as code for teams and AI agents
- From
- $2500/month
- Rated
- -
Zebra BI
Business Intelligence
IBCS-based charting add-ins that replace native visuals in Power BI, Excel and PowerPoint
- From
- Free
- Rated
- -
The short version
- Only Zebra BI 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; Zebra BI every viewer needs a licence, not only report authors, so distributing a report to fifty managers means buying the fifty-user bracket regardless of how few people build reports.
- They diverge on capability: Evidence covers Analytics Agent, Zebra BI covers IBCS-compliant visuals.
- Prices and features above were last checked on 31 August 2026.
Where they differ
Only the attributes on which Evidence and Zebra BI 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 Zebra BI
- IBCS-compliant visuals
- Variance analysis
- Small multiples
- Integrated commentary
- Excel and PowerPoint add-in
- Free personal edition
What people use each for
The jobs each tool is most often brought in to do.
Evidence
- Building version-controlled analytics infrastructurenot Zebra BI
- Enabling AI agents to answer business questionsnot Zebra BI
- Delivering analytics through multiple channels (web, Slack, ChatGPT)not Zebra BI
- Embedding white-labeled analytics in productsnot Zebra BI
Zebra BI
- A controlling function standardising every management report on IBCS notation so variance is read the same way across divisionsnot Evidence
- Monthly board packs where actual against budget against forecast must appear in one chart without three separate visualsnot Evidence
- An Excel-first finance team that wants IBCS charts without migrating to Power BInot Evidence
- A PowerPoint deck that needs charts to refresh from the underlying model rather than being pasted imagesnot 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
Zebra BI
- Every viewer needs a licence, not only report authors, so distributing a report to fifty managers means buying the fifty-user bracket regardless of how few people build reports.
- Power BI and Office are licensed separately, so a finance team using both Excel and Power BI pays two subscriptions for the same chart grammar.
- The visuals deliberately restrict chart types to enforce IBCS, which makes Zebra BI unsuitable for exploratory analysis or any team that wants unconventional visualisations.
- List prices rise after the first year on the discounted tiers, so the second-year renewal is materially higher than the figure that got the purchase approved.
- As a third-party custom visual it depends on Microsoft not changing the Power BI visuals API, and organisations with locked-down tenants often need IT approval before a custom visual can be used at all.
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
Zebra BI
Free- PersonalFree
- Single user
- Zebra BI branding on visuals
- Limited sharing and collaboration
- Power BI Starter$50/month
- Ten users
- No watermark
- Standard support
- Power BI Business$316/month
- Fifty users
- Business feature set
- Priority support
- Office Starter$68/month
- Ten users
- Excel and PowerPoint add-ins
- Billed annually
Which should you pick?
Choose Evidence if
- You need analytics agent.
- You work on Cloud, Embedded.
- You also want code-based infrastructure.
Choose Zebra BI if
- You need ibcs-compliant visuals.
- You want to start without paying.
- You work on Web, Windows, macOS.
- You also want variance analysis.
Questions people ask
- Is Evidence or Zebra BI better?
- Neither clearly leads. Evidence starts at $2500/month and Zebra BI at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Evidence or Zebra BI?
- Zebra BI has a free tier; the other does not. Paid plans start at $2500/month for Evidence and Free for Zebra BI.
- Does Evidence or Zebra BI run on more platforms?
- Evidence runs on Cloud, Embedded. Zebra BI runs on Web, Windows, macOS.
- Can I use Zebra BI for free?
- Yes. Zebra BI 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 Zebra BI is typically brought in for.
- What can Evidence do that Zebra BI cannot?
- Evidence covers Analytics Agent, Code-based infrastructure, Development environment, Visualization tools. Zebra BI covers IBCS-compliant visuals, Variance analysis, Small multiples, Integrated commentary.
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.
SourceZebra BI: Do report viewers need a licence?
Yes. All users, designers and viewers, need one. Only anonymous viewers of publicly published reports are exempt.
Evidence: 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.
SourceZebra BI: Is there a free version?
Yes, a single-user personal edition with Zebra BI branding and limited sharing.
Evidence: 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.
SourceZebra BI: Are Excel and Power BI covered by one licence?
No. The Office add-in and the Power BI visuals are separate subscriptions.
Zebra BI: What is IBCS?
International Business Communication Standards, a notation standard for business charts that Zebra BI implements by default.
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