Attribution Models
12 minute read

9 Best Multi-Touch Attribution Software Tools Compared in 2026

Written by

Matt Pattoli

Founder at Cometly

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Published on
February 17, 2026
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When your marketing budget spans Google Ads, Meta, LinkedIn, email, and organic channels, knowing which touchpoints actually drive revenue becomes critical. Single-touch attribution leaves money on the table by crediting only the first or last click—ignoring the complex journey customers take before converting.

Multi-touch attribution software solves this by tracking the entire customer journey and distributing credit across every meaningful interaction. We evaluated dozens of platforms based on tracking accuracy, integration depth, ease of use, and pricing transparency.

Here are the top multi-touch attribution tools for marketers who need clear answers about what's working.

1. Cometly

Best for: Marketers who need AI-powered attribution with server-side tracking accuracy

Cometly is a marketing attribution platform that combines server-side tracking with AI-driven optimization to show exactly which ads and channels drive revenue.

Screenshot of Cometly website

Where This Tool Shines

Cometly stands out by addressing the tracking accuracy problems that plague most attribution platforms. Its server-side tracking overcomes iOS limitations and browser restrictions that cause other tools to miss conversions.

The AI-powered recommendations go beyond reporting—the platform actively suggests which campaigns to scale and which to cut. The Conversion Sync feature feeds enriched data back to ad platforms like Meta and Google, improving their algorithm optimization.

Key Features

Server-Side Tracking: Captures conversions that pixel-based tracking misses due to iOS restrictions and ad blockers.

AI Ads Manager: Provides optimization recommendations based on complete customer journey data across all channels.

Conversion Sync: Sends enriched conversion events back to ad platforms to improve targeting and bidding algorithms.

AI Chat: Query your attribution data in natural language without building complex reports.

Multi-Touch Attribution Models: Compare first-touch, last-touch, linear, time-decay, and position-based models in real time.

Best For

Growth-focused marketers and agencies running multi-channel campaigns who need accurate attribution data and actionable recommendations. Particularly valuable for teams dealing with iOS tracking challenges or scaling ad spend across multiple platforms.

Pricing

Custom pricing based on ad spend volume. Demo required to get specific pricing for your business.

2. Triple Whale

Best for: Shopify-based DTC brands needing ecommerce-specific attribution

Triple Whale is an attribution platform built specifically for direct-to-consumer ecommerce brands running on Shopify.

Screenshot of Triple Whale website

Where This Tool Shines

Triple Whale integrates with Shopify in minutes through a native app, making setup faster than most enterprise attribution platforms. The dashboard is designed for ecommerce metrics—you see product-level profitability, creative performance, and customer acquisition costs without configuration.

The creative analytics feature helps DTC brands understand which ad variations drive purchases, not just clicks. Influencer and affiliate attribution tracking is built in, which many attribution tools overlook.

Key Features

One-Click Shopify Integration: Connect your store and start tracking attribution within minutes.

Creative Analytics: Track performance by specific ad creatives to identify winning visuals and copy.

Influencer Attribution: Measure revenue from influencer partnerships and affiliate programs.

Pixel-Based Tracking: First-party pixel tracks customer journeys across channels.

Product-Level Profitability: See which products are actually profitable after ad costs.

Best For

Shopify-based DTC brands that need quick setup and ecommerce-focused metrics. Ideal for brands spending $50K+ monthly on Meta and Google Ads.

Pricing

Starts at $129 per month for basic features. Pricing scales with monthly revenue and advanced feature needs.

3. Northbeam

Best for: Enterprise brands requiring machine learning-based attribution models

Northbeam is an enterprise attribution platform that uses machine learning to model customer journeys and predict marketing impact.

Screenshot of Northbeam website

Where This Tool Shines

Northbeam's machine learning approach goes beyond rules-based attribution by analyzing patterns across millions of customer journeys. The platform builds custom attribution models specific to your business rather than forcing you into pre-built frameworks.

Cross-device tracking and identity resolution are particularly strong—Northbeam connects mobile, desktop, and tablet interactions to individual customers more accurately than pixel-only solutions. Media mix modeling capabilities help larger brands understand the incremental impact of each channel.

Key Features

Machine Learning Attribution: Custom models trained on your specific customer journey data.

Cross-Device Identity Resolution: Connects customer interactions across devices and browsers.

Media Mix Modeling: Understand incremental lift from each marketing channel.

Custom Attribution Windows: Set different lookback periods for different conversion types.

Predictive Analytics: Forecast campaign performance based on historical patterns.

Best For

Enterprise ecommerce brands and large DTC companies with complex customer journeys and significant ad budgets. Best suited for teams with dedicated analytics resources.

Pricing

Enterprise pricing starting around $1,000 per month. Exact pricing depends on data volume and feature requirements.

4. Rockerbox

Best for: Omnichannel brands tracking TV, podcast, and digital attribution

Rockerbox is a marketing measurement platform that connects online and offline channels into a unified attribution view.

Screenshot of Rockerbox website

Where This Tool Shines

Rockerbox excels at measuring channels that other attribution tools ignore—TV advertising, podcast sponsorships, and direct mail campaigns. The platform connects these offline touchpoints with digital behavior to show the complete customer journey.

Journey-level data exports give you raw customer path data to analyze in your own BI tools. Incrementality testing capabilities help you understand whether your marketing actually drives new customers or just captures demand that would have happened anyway.

Key Features

TV and Podcast Attribution: Track conversions from broadcast and audio advertising.

Unified Omnichannel View: Connect online and offline marketing in one dashboard.

Journey-Level Exports: Export raw customer journey data for custom analysis.

Incrementality Testing: Measure the true lift from marketing channels.

Custom Attribution Models: Build models specific to your customer journey patterns.

Best For

Established brands running omnichannel campaigns across digital, TV, podcast, and offline channels. Particularly valuable for companies with significant traditional media budgets.

Pricing

Custom enterprise pricing based on data volume and channel complexity. Contact sales for specific quotes.

5. Ruler Analytics

Best for: B2B companies tracking long sales cycles from marketing to closed revenue

Ruler Analytics is a B2B-focused attribution platform that connects marketing touchpoints to closed revenue in your CRM.

Screenshot of Ruler Analytics website

Where This Tool Shines

Ruler Analytics solves the B2B attribution challenge by tracking leads through long sales cycles—from first website visit through multiple touchpoints to closed deal. Call tracking and form submission attribution capture conversions that happen off-website.

Deep CRM integrations with Salesforce, HubSpot, and Pipedrive mean you can attribute revenue to specific marketing channels, not just leads. This closed-loop tracking shows which campaigns generate revenue, not just activity.

Key Features

Call Tracking: Attribute phone conversions to specific marketing sources.

CRM Revenue Attribution: Connect closed deals back to original marketing touchpoints.

Long Sales Cycle Tracking: Follow customer journeys that span weeks or months.

Form Submission Attribution: Track which channels drive form completions and demo requests.

Offline Conversion Tracking: Import offline conversions to complete attribution picture.

Best For

B2B companies with sales teams using CRMs like Salesforce or HubSpot. Ideal for businesses where the sales cycle extends beyond a single session.

Pricing

Starts at £199 per month for basic features. Higher tiers include advanced attribution models and integrations.

6. Dreamdata

Best for: B2B SaaS companies running account-based marketing strategies

Dreamdata is a revenue attribution platform designed specifically for B2B SaaS businesses and account-based marketing teams.

Screenshot of Dreamdata website

Where This Tool Shines

Dreamdata takes an account-based approach to attribution—tracking all touchpoints across multiple contacts within target accounts. This matters for B2B SaaS where buying decisions involve multiple stakeholders and numerous interactions.

Revenue journey visualization shows exactly how accounts progress from anonymous visitor to paying customer. Content attribution helps you understand which blog posts, whitepapers, and case studies actually influence deals.

Key Features

Account-Based Attribution: Track all touchpoints across multiple contacts within each target account.

Revenue Journey Visualization: See the complete path from first touch to closed revenue.

Content Attribution: Understand which content assets influence pipeline and revenue.

B2B Sales Tool Integrations: Connect with Salesforce, HubSpot, and other B2B platforms.

Pipeline Velocity Metrics: Track how marketing impacts deal velocity and close rates.

Best For

B2B SaaS companies with complex sales processes and account-based marketing strategies. Best for teams that need to prove marketing's impact on pipeline and revenue.

Pricing

Free tier available with limited features. Paid plans start at $999 per month for full attribution capabilities.

7. Wicked Reports

Best for: Subscription businesses optimizing for customer lifetime value

Wicked Reports is an attribution platform focused on subscription businesses and recurring revenue models.

Screenshot of Wicked Reports website

Where This Tool Shines

Wicked Reports attributes revenue based on customer lifetime value, not just initial purchase. This matters for subscription businesses where the real value comes from retention, not acquisition.

The platform tracks cohorts over time to show which marketing channels acquire customers who actually stick around. Email and SMS attribution is built in, recognizing that these channels drive significant value for subscription businesses.

Key Features

LTV-Based Attribution: Attribute revenue based on full customer lifetime value, not just first purchase.

Subscription Tracking: Monitor recurring revenue and churn by marketing source.

Cohort Analysis: Compare customer quality across different acquisition channels.

Email and SMS Attribution: Track revenue from email campaigns and text message marketing.

Multi-Touch Models: Choose from multiple attribution models or create custom approaches.

Best For

Subscription businesses, membership sites, and companies with recurring revenue models. Particularly valuable for businesses where LTV matters more than initial conversion value.

Pricing

Starts at $250 per month. Pricing scales based on monthly tracked conversions and revenue volume.

8. HubSpot Marketing Hub

Best for: Companies wanting attribution built into their all-in-one marketing platform

HubSpot Marketing Hub is an all-in-one marketing platform with built-in multi-touch attribution reporting.

Screenshot of HubSpot Marketing Hub website

Where This Tool Shines

HubSpot's attribution is tightly integrated with its CRM, eliminating the data connection challenges that standalone attribution tools face. Every contact's journey is automatically tracked from first touch through closed deal.

Multiple attribution models are included without additional cost—you can switch between first-touch, last-touch, and multi-touch models to compare results. The seamless integration means attribution data flows into campaign reporting, contact records, and revenue dashboards without configuration.

Key Features

Built-In Attribution Reports: Multi-touch attribution included in Professional and Enterprise tiers.

Seamless CRM Integration: Attribution data automatically connects to contact records and deals.

Contact-Level Journey Tracking: See every touchpoint for each contact in your database.

Multiple Attribution Models: Compare first-touch, last-touch, linear, and other models.

Campaign ROI Reporting: Attribute revenue directly to marketing campaigns.

Best For

Companies already using HubSpot for marketing and sales, or teams looking for an all-in-one platform with attribution included. Best for businesses that prioritize integration simplicity over specialized attribution features.

Pricing

Attribution features available in Professional tier starting at $800 per month. Enterprise tier required for advanced attribution capabilities.

9. Google Analytics 4

Best for: Teams needing free attribution with Google Ads integration

Google Analytics 4 is Google's free analytics platform with data-driven attribution modeling built in.

Where This Tool Shines

GA4's data-driven attribution model uses machine learning to distribute conversion credit based on actual impact, not predetermined rules. Being free makes it accessible to businesses of all sizes.

Deep Google Ads integration means you can import GA4 conversions directly into your ad campaigns for optimization. Cross-platform tracking connects web and app behavior to understand complete customer journeys.

Key Features

Data-Driven Attribution: Machine learning model that assigns credit based on actual conversion patterns.

Free to Use: Full attribution features available at no cost.

Google Ads Integration: Import conversions directly into Google Ads for campaign optimization.

Cross-Platform Tracking: Connect web and mobile app behavior in unified reports.

Custom Conversion Paths: Analyze specific customer journey sequences.

Best For

Small to mid-sized businesses that need attribution without additional platform costs. Particularly valuable for companies heavily invested in Google Ads.

Pricing

Free for standard features. GA4 360 available for enterprise needs with custom pricing.

Making the Right Choice

The right attribution platform depends on your business model, channels, and technical requirements. Ecommerce brands benefit from platforms like Triple Whale or Northbeam that understand product economics and creative performance. B2B companies need tools like Ruler Analytics or Dreamdata that handle long sales cycles and account-based approaches.

Server-side tracking has become increasingly important as browser-based tracking faces limitations from iOS changes and privacy regulations. Platforms that rely solely on pixels miss conversions that server-side solutions capture.

Consider whether you need attribution alone or want the tool to feed data back to ad platforms. Conversion sync capabilities—sending enriched data to Meta, Google, and other platforms—help their algorithms optimize better, turning attribution from a reporting tool into an optimization engine.

For teams running complex multi-channel campaigns who need both accurate tracking and actionable recommendations, Cometly combines server-side accuracy with AI-powered optimization. The platform captures every touchpoint and provides specific suggestions about where to allocate budget.

Ready to elevate your marketing game with precision and confidence? Discover how Cometly's AI-driven recommendations can transform your ad strategy—Get your free demo today and start capturing every touchpoint to maximize your conversions.

Get a Cometly Demo

Learn how Cometly can help you pinpoint channels driving revenue.

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