Attribution Models
16 minute read

9 Best Multi-Touch Attribution Platforms in 2026

Written by

Grant Cooper

Founder at Cometly

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Published on
February 11, 2026
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Single-touch attribution tells you where the journey started or ended—but ignores everything in between. When your prospects interact with multiple ads, emails, and touchpoints before converting, you need multi-touch attribution to understand what's actually driving revenue. The right platform connects your ad channels, CRM, and website to reveal the complete customer journey, helping you allocate budget to what works and cut what doesn't.

We've evaluated the leading multi-touch attribution platforms based on tracking accuracy, integration depth, ease of use, and value for marketing teams running paid campaigns across multiple channels. Here are the top platforms to consider.

1. Cometly

Best for: Marketing teams running multi-channel paid campaigns who need accurate attribution and AI-powered optimization recommendations

Cometly is an AI-powered marketing attribution platform that connects your ad platforms, CRM, and website to track the complete customer journey while feeding enriched conversion data back to ad algorithms.

Screenshot of Cometly website

Where This Platform Shines

Cometly addresses one of the biggest challenges marketers face today: tracking accuracy in a privacy-first world. Its server-side tracking approach captures data that traditional pixels miss, especially after iOS 14.5+ updates limited Facebook and other platform tracking.

What sets Cometly apart is its dual focus on attribution and optimization. Beyond showing you which touchpoints drive conversions, it feeds enriched conversion events back to ad platforms like Meta and Google. This improves their algorithms' targeting and optimization, creating a feedback loop that makes your campaigns smarter over time.

Key Features

Server-Side Tracking: Captures accurate conversion data despite browser restrictions and iOS limitations that affect traditional pixels.

AI-Powered Recommendations: Analyzes campaign performance across channels and suggests budget reallocation opportunities based on actual revenue impact.

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

Multi-Touch Attribution Models: Compare linear, time-decay, position-based, and data-driven attribution to understand which touchpoints matter most.

Real-Time Analytics Dashboard: Monitor campaign performance, customer journeys, and attribution data in a single unified interface.

Best For

Cometly works best for digital marketing teams and agencies managing significant ad spend across multiple platforms who need both accurate attribution insights and a way to improve ad platform performance. It's particularly valuable for businesses struggling with attribution accuracy after iOS privacy changes or those running complex customer journeys across paid social, search, display, and email.

Pricing

Custom pricing based on monthly ad spend and feature requirements. Demo available to evaluate fit before commitment.

2. Triple Whale

Best for: Shopify-based ecommerce brands needing creative analytics and first-party data tracking

Triple Whale is an ecommerce-focused attribution platform built specifically for Shopify brands with strong creative analytics and first-party tracking capabilities.

Screenshot of Triple Whale website

Where This Platform Shines

Triple Whale was designed from the ground up for ecommerce operators who live in Shopify. Its first-party pixel approach captures customer behavior data that third-party cookies miss, giving you more complete visibility into the buyer journey.

The platform excels at creative-level attribution, helping you understand which specific ad creatives, angles, and hooks drive purchases. For brands testing dozens of ad variations weekly, this granular creative insight is invaluable for scaling winning concepts and killing underperformers faster.

Key Features

First-Party Pixel for Shopify: Proprietary tracking technology that captures conversion data directly from your store, bypassing browser restrictions.

Creative Analytics: Track performance down to individual ad creatives, helping you identify winning angles and scale what works.

Customer Journey Visualization: See the complete path from first click to purchase, including all touchpoints along the way.

Cohort Analysis and LTV Tracking: Understand customer lifetime value by acquisition channel and cohort to optimize for long-term profitability.

Slack and Mobile App Integration: Get real-time notifications about sales and performance metrics wherever you work.

Best For

Triple Whale is ideal for Shopify-based direct-to-consumer brands running significant Facebook and Instagram ad spend who need creative-level insights. It's particularly strong for brands testing multiple ad variations and needing to quickly identify winning creatives to scale.

Pricing

Plans start around $129 per month and scale based on monthly store revenue, with higher tiers unlocking additional features and data retention.

3. Northbeam

Best for: Growth-stage ecommerce brands wanting machine learning attribution combined with media mix modeling

Northbeam is a machine learning-powered attribution platform that combines multi-touch attribution with media mix modeling to give ecommerce brands a complete view of marketing effectiveness.

Screenshot of Northbeam website

Where This Platform Shines

Northbeam takes attribution beyond simple last-click or multi-touch models by incorporating machine learning that adapts to your specific customer journey patterns. The platform analyzes millions of data points to build custom attribution models unique to your business.

The integration of media mix modeling sets Northbeam apart from purely digital attribution tools. This approach helps you understand not just which digital touchpoints drive conversions, but how your overall marketing mix—including channels that are harder to track—contributes to revenue.

Key Features

Machine Learning Attribution: Custom ML models that learn from your specific customer journey patterns rather than applying generic attribution rules.

Media Mix Modeling Integration: Combines click-level attribution with statistical modeling to understand broader marketing effectiveness including hard-to-track channels.

Customizable Attribution Windows: Set different lookback windows for different channels based on your typical customer journey length.

Cross-Device Tracking: Connect customer journeys across mobile, desktop, and tablet to understand true multi-device behavior.

Incrementality Testing: Run controlled experiments to measure the true incremental impact of your marketing channels.

Best For

Northbeam works best for mid-market to enterprise ecommerce brands with sufficient scale to benefit from machine learning models. Companies spending $500k+ monthly on advertising across multiple channels will see the most value from its sophisticated modeling approach.

Pricing

Custom pricing typically starting in the mid-four figures monthly, scaling with advertising spend and data volume. Generally positioned for businesses with significant marketing budgets.

4. Rockerbox

Best for: Omnichannel brands running both digital and offline marketing including TV and direct mail

Rockerbox is a unified marketing measurement platform that tracks attribution across digital channels, offline touchpoints, and traditional media like TV and direct mail.

Screenshot of Rockerbox website

Where This Platform Shines

Most attribution platforms focus exclusively on digital channels, but Rockerbox was built for brands that market across both digital and traditional media. If you're running TV commercials, direct mail campaigns, or out-of-home advertising alongside your digital efforts, Rockerbox can connect those offline touchpoints to eventual conversions.

The platform serves as a marketing data warehouse, collecting and normalizing data from all your channels into a single source of truth. This eliminates the fragmentation that happens when different teams use different tools and can't agree on which channels are working.

Key Features

Omnichannel Attribution: Track digital channels alongside TV, direct mail, podcast advertising, and other offline touchpoints in a unified view.

Marketing Data Warehouse: Centralized data repository that collects and normalizes data from all marketing channels and tools.

Incrementality Testing: Run geo-based holdout tests to measure the true incremental impact of marketing channels beyond correlation.

Agency Partner Program: Built-in collaboration features for brands working with multiple agency partners across different channels.

Custom Attribution Models: Build attribution logic that reflects your specific business model and customer journey complexity.

Best For

Rockerbox is ideal for established brands running integrated campaigns across digital and traditional media. Companies investing in TV advertising, direct mail, or other offline channels alongside digital will benefit most from its omnichannel approach.

Pricing

Enterprise-level custom pricing based on marketing spend and data volume. Typically serves mid-market to enterprise companies with substantial omnichannel marketing budgets.

5. Ruler Analytics

Best for: B2B and lead generation businesses needing call tracking and form submission attribution

Ruler Analytics is a revenue attribution platform designed for B2B and lead generation businesses that need to track phone calls, form submissions, and closed deals back to original marketing sources.

Screenshot of Ruler Analytics website

Where This Platform Shines

B2B attribution presents unique challenges that ecommerce-focused tools don't address. Ruler Analytics was built specifically for businesses where conversions happen through phone calls, form submissions, and lengthy sales processes rather than instant online purchases.

The platform's call tracking capabilities are particularly strong, using dynamic number insertion to assign unique phone numbers to different marketing sources. When someone calls, Ruler knows exactly which campaign, keyword, or content piece drove that lead, then connects it through your CRM to eventual revenue.

Key Features

Call Tracking Attribution: Dynamic number insertion assigns unique phone numbers to different marketing sources to track which campaigns drive phone leads.

Form Submission Tracking: Capture the complete visitor journey for form fills, connecting each lead back to every touchpoint before conversion.

Revenue Attribution to Closed Deals: Integrate with your CRM to track which marketing touchpoints contributed to closed deals and actual revenue, not just leads.

CRM Integrations: Deep connections with Salesforce, HubSpot, and other B2B CRMs to pass attribution data through the entire sales pipeline.

Offline Conversion Tracking: Track leads that convert through offline channels back to their original digital touchpoints.

Best For

Ruler Analytics works best for B2B companies and lead generation businesses where phone calls are a primary conversion method. Service businesses, professional services firms, and B2B SaaS companies with sales-assisted conversions will find its call tracking and CRM integration particularly valuable.

Pricing

Plans start around $199 per month for basic features, with pricing scaling based on call volume, number of integrations, and advanced features needed.

6. Dreamdata

Best for: B2B SaaS companies with long sales cycles and account-based marketing strategies

Dreamdata is a B2B revenue attribution platform designed specifically for SaaS companies that need account-based attribution across complex buying committees and extended sales cycles.

Screenshot of Dreamdata website

Where This Platform Shines

B2B SaaS attribution differs fundamentally from both ecommerce and traditional B2B lead generation. Dreamdata was built around the reality that multiple people from the same company interact with your marketing before a deal closes, and you need to understand the collective journey of the entire buying committee.

The platform's account-based approach groups all touchpoints from the same company together, showing you which content, campaigns, and channels influenced different stakeholders throughout the buying process. This is essential for SaaS companies where the person who first discovered you might not be the decision-maker who eventually signs the contract.

Key Features

Account-Based Attribution: Groups all interactions from the same company to show the complete account journey rather than individual contact journeys.

Buying Committee Journey Tracking: See which team members from target accounts engage with your content and how different stakeholders interact throughout the sales cycle.

Content Attribution: Understand which blog posts, whitepapers, webinars, and other content assets influence deals at different stages.

Deep CRM and Sales Tool Integrations: Connect with Salesforce, HubSpot, Pipedrive, and other B2B sales tools to track attribution through to closed revenue.

Multi-Model Attribution Views: Compare different attribution models to understand which touchpoints matter most at different stages of your funnel.

Best For

Dreamdata is ideal for B2B SaaS companies with sales cycles longer than a few weeks and average contract values that justify investment in sophisticated attribution. Companies running account-based marketing strategies or selling to multiple stakeholders within target accounts will benefit most.

Pricing

Free tier available for basic features. Paid plans start at $999 per month and scale based on data volume and advanced features needed.

7. HubSpot Marketing Hub

Best for: Marketing teams already using HubSpot CRM who want built-in attribution without adding another tool

HubSpot Marketing Hub is an all-in-one marketing platform with built-in multi-touch attribution reporting for teams that want attribution capabilities integrated with their existing marketing stack.

Where This Platform Shines

If you're already using HubSpot CRM, the Marketing Hub's attribution capabilities offer significant value through seamless integration. There's no data syncing, no API connections to maintain, and no reconciling different data sources—everything lives in one ecosystem.

The platform provides multiple pre-built attribution models without requiring you to become a data scientist. You can switch between first-touch, last-touch, linear, time-decay, and other models to understand how different perspectives change which channels get credit for your conversions.

Key Features

Built-In Multi-Touch Attribution Reports: Pre-configured attribution reports across multiple models without needing separate attribution software.

Seamless CRM Integration: Attribution data automatically syncs with contact records, deals, and revenue data since everything lives in the same platform.

Multiple Attribution Models: Switch between first-touch, last-touch, linear, U-shaped, W-shaped, and full-path attribution to understand different perspectives.

Contact-Level Journey Tracking: See every interaction each contact has had with your marketing before converting, all in their contact timeline.

Revenue Attribution: Connect marketing touchpoints directly to closed deals and revenue, not just leads or MQLs.

Best For

HubSpot Marketing Hub makes the most sense for teams already committed to the HubSpot ecosystem or considering a full marketing and CRM platform migration. The attribution features are powerful, but they're part of a larger platform rather than a specialized attribution tool.

Pricing

Attribution reporting is available in the Professional tier starting at $800 per month for three users, with Enterprise tier at $3,600 per month offering more advanced attribution features and customization.

8. Adobe Analytics

Best for: Enterprise organizations needing advanced algorithmic attribution with deep customization capabilities

Adobe Analytics is an enterprise analytics platform with advanced algorithmic attribution and extensive customization options for large organizations with complex measurement needs.

Where This Platform Shines

Adobe Analytics represents the enterprise end of the attribution spectrum, offering capabilities that smaller platforms can't match but requiring significant resources to implement and manage. Its algorithmic attribution uses machine learning to automatically determine credit allocation based on actual conversion patterns in your data.

The platform's strength lies in its flexibility and depth. You can create custom attribution models, build complex segments, and analyze data in ways that pre-packaged solutions don't allow. For organizations with dedicated analytics teams, this customization enables sophisticated analyses that directly inform strategic decisions.

Key Features

Algorithmic Attribution with AI: Machine learning models that automatically calculate optimal credit allocation based on your specific conversion patterns.

Advanced Segmentation: Build complex audience segments based on behavior, demographics, and engagement patterns for granular attribution analysis.

Cross-Channel Data Collection: Collect and unify data from web, mobile apps, offline touchpoints, and connected devices in a single platform.

Adobe Experience Cloud Integration: Seamless connection with Adobe's full marketing technology stack including Target, Campaign, and Audience Manager.

Custom Attribution Models: Build attribution logic that reflects your specific business model, sales cycle, and measurement priorities.

Best For

Adobe Analytics is designed for enterprise organizations with dedicated analytics teams and complex measurement requirements. Companies with multiple brands, international operations, or sophisticated customer journeys across many touchpoints will benefit from its depth and flexibility.

Pricing

Enterprise-level custom pricing typically starting around $100,000 annually and scaling significantly based on data volume, features, and support requirements. Implementation costs are substantial and require specialized expertise.

9. Segment + Mixpanel

Best for: Product-led growth companies building custom attribution stacks with flexible data infrastructure

Segment combined with Mixpanel represents a flexible approach to attribution for companies that want to build their own measurement stack rather than using a pre-packaged solution.

Where This Platform Shines

Segment serves as a customer data platform that collects event data from all your touchpoints and routes it to whatever analytics tools you choose. Combined with Mixpanel's product analytics capabilities, this creates a powerful foundation for custom attribution logic.

This approach works best for product-led growth companies where the product itself is a major touchpoint in the customer journey. You can track not just marketing interactions but also product usage, feature adoption, and in-app behavior, then build attribution models that account for the complete experience.

Key Features

Customer Data Platform Foundation: Segment collects and normalizes event data from all sources, creating a single source of truth for customer interactions.

Event-Based Tracking: Track any custom event you define rather than being limited to pre-configured conversion types.

Highly Customizable Attribution Logic: Build your own attribution models in Mixpanel based on the specific events and touchpoints that matter to your business.

300+ Integrations: Send your data to virtually any analytics, marketing, or data warehouse tool through Segment's extensive integration library.

Product Analytics: Mixpanel provides deep product usage analytics to understand how product engagement influences conversion and retention.

Best For

This combination works best for product-led growth companies with technical resources to build and maintain custom attribution logic. SaaS companies where product usage is a critical part of the customer journey and teams comfortable with SQL and data analysis will benefit most from this flexible approach.

Pricing

Segment offers a free tier for up to 1,000 visitors per month, with paid plans starting around $120 monthly and scaling based on data volume. Mixpanel starts at $20 per month for basic features, but costs increase significantly with event volume and advanced features. Total costs can reach thousands monthly at scale.

Making the Right Choice

The best multi-touch attribution platform depends on your specific business model, sales cycle, and channel mix. Ecommerce brands running primarily paid social and search will find platforms like Cometly, Triple Whale, or Northbeam most aligned with their needs. B2B companies with longer sales cycles should look at Ruler Analytics or Dreamdata, which handle call tracking and account-based attribution.

If you're already invested in a particular ecosystem, leveraging built-in attribution capabilities makes sense. HubSpot users can access solid attribution features without adding another tool, while Adobe customers get enterprise-grade capabilities integrated with their existing stack.

For most marketing teams running multi-channel paid campaigns, the combination of accurate tracking, AI-powered insights, and conversion data sync makes platforms like Cometly particularly valuable. The ability to not just measure attribution but also improve ad platform performance through enriched conversion data creates a compounding advantage.

Start by evaluating your primary conversion path. Do customers convert immediately after clicking an ad, or do they research across multiple sessions? Do phone calls matter, or is everything digital? How long is your typical sales cycle? Your answers to these questions will point you toward the right platform category.

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.

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