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BUYER PROMPT / PUBLISHED EVIDENCE

Compare marketing automation vendors on multi-touch attribution, incrementality, offline conversion data, reporting, and warehouse access.

An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.

Intent
commercial
Model providers
3
Categories
1
Last observed
Jul 27, 2026, 12:00 AM UTC
COMPETITIVE OUTCOME

Brands surfaced

Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.

MODEL COMPARISON

Answer matrix

One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.

ProviderModel versionCategoryBrands surfacedCitationsUnique domainsAnswer hash
Openaiopenai/gpt-4o-miniMarketingNone observed66b106c929…66b56
Anthropicanthropic/claude-haiku-4-5MarketingHubSpot Marketing Hub · Adobe Marketo Engage · Salesforce Marketing Cloud · Klaviyo · ActiveCampaign · Oracle Eloqua9829182ae6…a23d9
Geminigoogle/gemini-2.5-flashMarketingNone observed55a545a552…ffe81
URL-DERIVED CITATIONS

Sources cited

Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.

DomainCited pageBest positionProvidersObservationsCategories
improvado.iohttps://improvado.io/blog/multi-touch-attribution-solutions1Openai · Gemini2Marketing
segmentstream.comhttps://segmentstream.com/blog/articles/best-multi-touch-attribution-software1Openai · Gemini2Marketing
activecampaign.comhttps://activecampaign.com/klaviyo-vs-activecampaign1Anthropic1Marketing
factors.aihttps://factors.ai/blog/multi-touch-attribution-tools-platforms-software-guide2Openai · Gemini2Marketing
twilio.comhttps://twilio.com/en-us/blog/insights/how-marketing-automation-platforms-use-twilio2Anthropic1Marketing
funnel.iohttps://funnel.io/blog/top-mta-tools3Openai1Marketing
inboxarmy.comhttps://inboxarmy.com/blog/activecampaign-vs-klaviyo/3Anthropic1Marketing
cometly.comhttps://cometly.com/post/best-multi-touch-attribution-platforms4Gemini1Marketing
klaviyo.comhttps://klaviyo.com/blog/best-marketing-automation-platforms4Anthropic1Marketing
adbeacon.comhttps://adbeacon.com/19-best-marketing-attribution-software-solutions-in-2026/5Openai1Marketing
hockeystack.comhttps://hockeystack.com/blog-posts/b2b-multi-touch-attribution5Gemini1Marketing
ramp.comhttps://ramp.com/vendors/activecampaign/alternatives/activecampaign-vs-klaviyo5Anthropic1Marketing
hockeystack.comhttps://hockeystack.com/blog-posts/best-marketing-attribution-software6Openai1Marketing
sprout24.comhttps://sprout24.com/hub/activecampaign-vs-klaviyo/6Anthropic1Marketing
in-box.co.nzhttps://in-box.co.nz/activecampaign-vs-klaviyo/7Anthropic1Marketing
klaviyo.comhttps://klaviyo.com/solutions/ai/customer-agent/enterprise-marketing-automation8Anthropic1Marketing
emailtooltester.comhttps://emailtooltester.com/en/blog/activecampaign-vs-klaviyo/9Anthropic1Marketing
Snapshot IDsa76fe9ab-8589-494f-9705-12af521070fc
Corpus versionsmarketing-automation-platforms-2026-07-27
Benchmark versions4-marketing-automation-platforms-2026-07-27-models-64232fd32583

Coverage: Marketing. Full answers stored: no · Full answers published: no · Tenant data included: no.