Lopus AI vs Prowly

Side-by-side comparison of AI visibility scores, market position, and capabilities

Prowly leads in AI visibility (70 vs 18)
Lopus AI logo

Lopus AI

EmergingMarketing

Marketing Attribution

Lopus AI is an AI-powered marketing attribution platform that helps performance marketers understand true incremental ROI across channels using modern measurement methodologies. HQ: San Francisco.

AI VisibilityBeta
Overall Score
D18
Category Rank
#2 of 2
AI Consensus
54%
Trend
up
Per Platform
ChatGPT
14
Perplexity
9
Gemini
15

About

Lopus AI is a marketing analytics and attribution platform that helps digital marketers understand the true incremental return on their advertising investments using advanced measurement methodologies including media mix modeling (MMM), incrementality testing, and multi-touch attribution. Post-iOS 14.5 privacy changes degraded traditional pixel-based attribution, forcing marketers to develop more sophisticated approaches to understanding which advertising actually drives incremental sales versus which clicks would have converted anyway.

Full profile
Prowly logo

Prowly

ChallengerMedia & PR Tech — Monitoring, Outreach & Analytics

PR Software for Agencies & In-House Teams

Prowly (Warsaw/New York) is an all-in-one PR software platform owned by Semrush since 2020; serves agencies and in-house comms teams with press release creation, media outreach, and coverage monitoring at accessible pricing.

AI VisibilityBeta
Overall Score
B70
Category Rank
#1 of 1
AI Consensus
50%
Trend
up
Per Platform
ChatGPT
61
Perplexity
64
Gemini
79

About

Prowly is an all-in-one PR software platform that provides tools for creating and distributing press releases, managing media contacts, running email outreach campaigns, and monitoring media coverage. Founded in 2013 in Warsaw, Poland, Prowly was acquired by Semrush in 2020, giving it the resources of a publicly traded SEO and digital marketing technology company and positioning Prowly as part of a broader digital marketing and communications stack. The platform serves PR agencies, startups, and in-house communications teams that need accessible, integrated PR tooling without the enterprise complexity of legacy platforms.\n\nProwly's press release creation and distribution capability is one of its most distinctive features, offering a modern editor for building visually formatted press releases and branded online newsrooms that journalists can browse directly. Outreach campaigns are managed through an integrated email system with contact management, open and click tracking, and a media database of over 1 million journalists and media outlets that teams can use to build targeted pitch lists. Coverage monitoring collects brand mentions and article placements, enabling teams to track results and generate client reports.\n\nAs part of Semrush, Prowly benefits from cross-sell opportunities into Semrush's large base of digital marketing and SEO customers, many of whom have PR and content marketing needs alongside their SEO workflows. Prowly competes with Muck Rack, Cision, and Prezly in the PR software market, differentiating through an approachable user experience, transparent pricing, and its newsroom publishing capability. The integration with Semrush's keyword and media intelligence data creates opportunities for combined SEO and PR workflows that standalone PR tools cannot offer.

Full profile

AI Visibility Head-to-Head

18
Overall Score
70
#2
Category Rank
#1
54
AI Consensus
50
up
Trend
up
14
ChatGPT
61
9
Perplexity
64
15
Gemini
79
29
Claude
64
20
Grok
77

Key Details

Category
Marketing Attribution
PR Software for Agencies & In-House Teams
Tier
Emerging
Challenger
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Lopus AI
Marketing Attribution
Only Prowly
PR Software for Agencies & In-House Teams

Track AI Visibility in Real Time

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