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Marketing · head to head

Dreamdata vs Evidence

Dreamdata logo

Dreamdata

Marketing

B2B revenue attribution platform

From
Free
Rated
-
Full reviewWebsite
Evidence logo

Evidence

Business Intelligence

Business intelligence as code for teams and AI agents

From
$2500/month
Rated
-
Full reviewWebsite

The short version

  • Only Dreamdata has a free tier, so it costs nothing to try first.
  • Each has a real cost: Dreamdata company identification only reaches approximately 80% accuracy even with proprietary IP-to-company resolution; Evidence high starting price at $2,500/month limits small team adoption
  • They diverge on capability: Dreamdata covers Multi-touch attribution, Evidence covers Analytics Agent.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Dreamdata and Evidence actually diverge.

Attributes where Dreamdata and Evidence differ
AttributeDreamdataEvidence
Starting priceFree$2500/month
Pricing modelUnknownFlat team pricing with no per-user fees
Free tierYesNo
PlatformsWebCloud, Embedded
CategoryMarketingBusiness Intelligence
Founded2018Unknown

Identical on both: user rating (Not yet rated).

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 Dreamdata

  • Multi-touch attribution
  • Account-based analytics
  • Pipeline analytics
  • Customer journey mapping
  • Revenue modeling
  • Content attribution
  • Channel performance
  • Data unification

Only in Evidence

  • Analytics Agent
  • Code-based infrastructure
  • Development environment
  • Visualization tools
  • Embedded analytics
  • Enterprise security
  • Multi-channel access

What people use each for

The jobs each tool is most often brought in to do.

Dreamdata

  • B2B attributionnot Evidence
  • Revenue analyticsnot Evidence
  • Pipeline forecastingnot Evidence
  • Marketing ROInot Evidence

Evidence

  • Building version-controlled analytics infrastructurenot Dreamdata
  • Enabling AI agents to answer business questionsnot Dreamdata
  • Delivering analytics through multiple channels (web, Slack, ChatGPT)not Dreamdata
  • Embedding white-labeled analytics in productsnot Dreamdata

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Dreamdata

  • Company identification only reaches approximately 80% accuracy even with proprietary IP-to-company resolution
  • Advanced features like custom attribution models require expensive custom pricing tier
  • Steep implementation lift for complex multi-touch attribution setup
  • Free tier limited to 2 months of historical data

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

Pricing, plan by plan

Dreamdata

Free

No published plan breakdown. See the Dreamdata review.

Evidence

$2500/month
  • Team$2500/month
    • Unlimited users
    • Monthly billing
    • Analytics Agent
  • Enterprise$null/custom
    • All Team features
    • SSO/SAML authentication
    • SCIM directory sync

Which should you pick?

Choose Dreamdata if

  • You need multi-touch attribution.
  • You want to start without paying.
  • You also want account-based analytics.
Dreamdata review

Choose Evidence if

  • You need analytics agent.
  • You work on Cloud, Embedded.
  • You also want code-based infrastructure.
Evidence review

Questions people ask

Is Dreamdata or Evidence better?
Neither clearly leads. Dreamdata starts at Free and Evidence at $2500/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Dreamdata or Evidence?
Dreamdata has a free tier; the other does not. Paid plans start at Free for Dreamdata and $2500/month for Evidence.
Does Dreamdata or Evidence run on more platforms?
Dreamdata runs on Web. Evidence runs on Cloud, Embedded.
Can I use Dreamdata for free?
Yes. Dreamdata has a free tier, so you can try it without paying. Evidence starts at $2500/month.
What is Dreamdata best used for?
Dreamdata is most often used for b2b attribution, revenue analytics, pipeline forecasting, marketing roi. Of those, b2b attribution and revenue analytics are not what Evidence is typically brought in for.
What can Dreamdata do that Evidence cannot?
Dreamdata covers Multi-touch attribution, Account-based analytics, Pipeline analytics, Customer journey mapping. Evidence covers Analytics Agent, Code-based infrastructure, Development environment, Visualization tools.

Answered from the vendors’ own pages

Dreamdata: Is there a free tier for Dreamdata?

Yes. Dreamdata offers a free tier with 5 seats, 2 months of history, company identification, and web analytics included.

Source
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.

Source
Dreamdata: What CRM integrations does Dreamdata support?

Dreamdata integrates natively with Salesforce and HubSpot, pulling opportunity and account data to build attribution models.

Source
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.

Source
Dreamdata: Can I build custom attribution models in Dreamdata?

Yes. Custom attribution models are available on the Attribution Advanced plan, which requires contact for custom pricing.

Source
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.

Source
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