# Targetlytics - /PLATFORM/ATTRIBUTION-ENGINE (en)

*Generated for AI LLM consumption*

## Section: AttributionEngine

### meta

**title**: Attribution Engine | Track AI Revenue & ROI

**description**: Track traffic, conversions, and revenue from AI-driven discovery. Prove measurable ROI with the Attribution Engine—the Google Analytics for AI visibility.

### hero

**badge**: ROI & Revenue Attribution

**title**: What is the dollar value of our AI visibility?

**description**: Track traffic, conversions, and revenue from AI-driven discovery to prove measurable ROI. The Attribution Engine connects AI visibility directly to your bottom line.

**cta**: Prove Your ROI

### coreFeatures

**title**: Core Features

**subtitle**: Advanced attribution analytics designed to prove the business value of AI visibility.

#### traffic

**title**: AI Traffic Attribution

**description**: Link incoming traffic directly to specific LLM responses via generated referral tokens.

#### conversion

**title**: Conversion Tracking

**description**: Monitor the complete user journey from initial AI mention to final cart checkout.

#### roi

**title**: ROI Dashboard

**description**: Real-time visualization of investment versus return with automated PDF reporting.

#### share

**title**: Share of Model

**description**: Track how often and how positively your brand appears across different AI models.

### actionableIntelligence

**title**: Actionable Intelligence

**subtitle**: We don't just show you data. We translate technical AI signals into verified business value.

#### features

##### referral

**title**: Referral Tracking

**description**: Identifies direct traffic from AI responses to your landing pages.

##### sentiment

**title**: Sentiment Analysis

**description**: Grades every mention for context, tone, and brand safety.

##### traffic

**title**: Traffic Source

**description**: Pinpoints which specific LLM model drove the user journey.

#### metrics

##### visits

**title**: Verified Visits

**value**: 142

**description**: Links AI mentions directly to site traffic logs.

##### safety

**title**: Brand Safety Score

**value**: 98/100

**description**: Ensures your brand appears in positive contexts only.

##### conversion

**title**: Conversion Value

**value**: +$12.4k

**description**: Assigns specific dollar value to AI-driven conversions.

### successCriteria

**title**: Why Trust Us?

**subtitle**: Built for enterprise reliability. We verify accuracy across 50+ LLMs and integrate directly into your source of truth.

**securityLink**: View Security Documentation

**verified**: Token Verified

**source**: Source: OpenAI

#### cards

##### accuracy

**title**: 99.8% Accuracy

**description**: Verified data matching against first-party server logs.

##### crm

**title**: CRM Native

**description**: Direct integrations with Salesforce, HubSpot, and Marketo.

##### confidence

**title**: Attribution Confidence

**description**: Attribution confidence score >80% for primary signals

##### models

**title**: 50+ Models

**description**: Tracking across GPT-4, Claude 3, Gemini, Perplexity, and more.

#### integrations

**title**: Seamless Integrations

#### criteria

##### accuracy

**title**: Accurate Attribution

**description**: AI traffic detection accuracy >85%

##### confidence

**title**: Attribution Confidence

**description**: Attribution confidence score >80% for primary signals

##### integration

**title**: Google Analytics 4 Integration

**description**: Seamless integration with Google Analytics 4 for unified reporting

**trustedBy**: Töötab kõigil peamistel LLM platvormidel

##### revenue

**title**: B2B SaaS Revenue Tracking

**description**: Revenue tracking for B2B SaaS (pipeline influence)

##### realtime

**title**: Real-time Updates

**description**: ROI dashboard updates in real-time

### roiCalculator

**title**: Calculate Your AI ROI

**subtitle**: See the potential impact of tracking AI-driven discovery. Adjust the inputs to match your current metrics.

#### inputs

**title**: Input Metrics

##### spend

**label**: Monthly AI Spend

##### leads

**label**: Monthly AI Leads

##### ltv

**label**: Avg. Customer LTV

#### outputs

**title**: Estimated Returns

##### roiMultiple

**label**: ROI Multiple

##### payback

**label**: Payback Period

**faster**: 12% faster

**unit**: Mo

##### monthly

**label**: Monthly Value

**growing**: Growing

**download**: Download Full ROI Report

### roiDashboard

**title**: Your ROI Report

**subtitle**: See the financial impact of AI visibility clearly.

**download**: Download Report

#### tabs

**benchmark**: Performance vs Benchmark

**beforeAfter**: Before & After

#### metrics

##### revenue

**title**: Attributed Revenue

**topSource**: Top source

##### roi

**title**: ROI Multiple

**description**: For every $1 spent on AI optimization, you generated $5.40 in return.

##### investment

**title**: Total Investment

**trend**: Quarterly Spend Trend

#### charts

##### correlation

**title**: Visibility vs. Revenue Correlation

**week**: Week

**revenue**: Revenue

**mentions**: Mentions

##### benchmark

**title**: Benchmark Insight

**description**: Your brand is outperforming the SaaS industry average by 142% in Gemini responses.

**you**: You

**industry**: Industry Avg

### faq

**badge**: Frequently Asked Questions

**title**: Attribution Engine FAQ

**description**: Common questions about AI revenue attribution, ROI tracking, and how the Attribution Engine works.

**cta**: Ready to prove your ROI? Get your free AI visibility report to see your current attribution metrics.

#### accuracy

**question**: How accurate is AI traffic attribution?

**answer**: Our Attribution Engine achieves >85% accuracy in detecting AI-driven traffic through generated referral tokens and user-agent analysis. We use deterministic matching algorithms that correlate AI mentions with actual site sessions, providing verified attribution rather than estimates.

#### integration

**question**: How does integration with Google Analytics 4 work?

**answer**: The Attribution Engine integrates seamlessly with Google Analytics 4 via API, automatically syncing AI-attributed sessions, conversions, and revenue data. You'll see AI traffic as a distinct source in your GA4 reports, with full attribution data including which LLM model drove each session.

#### roi

**question**: How do you calculate ROI from AI visibility?

**answer**: ROI is calculated by comparing your investment (platform costs + team time + content creation) against attributed revenue from AI-driven conversions. The Attribution Engine tracks the complete funnel from AI mention to closed deal, assigning dollar values to each conversion. ROI Multiple = Total Revenue / Total Investment.

#### b2b

**question**: How do you track revenue for B2B SaaS with long sales cycles?

**answer**: For B2B SaaS, we track both direct conversions and pipeline influence. If a lead comes from AI discovery but closes 60 days later, we attribute the full deal value to the original AI touchpoint. We also track pipeline stages to show how AI visibility influences deals in progress, not just closed deals.

#### realtime

**question**: How real-time are the ROI dashboard updates?

**answer**: The ROI dashboard updates in real-time as new AI-attributed sessions and conversions are detected. Data typically appears within seconds of the interaction. For comprehensive reporting, we also provide daily and weekly aggregated reports that include pipeline influence and multi-touch attribution.

#### confidence

**question**: What does 'attribution confidence score >80%' mean?

**answer**: The attribution confidence score measures how certain we are that a session or conversion came from AI discovery. A score >80% means we have strong evidence (referral tokens, user-agent patterns, timing correlation) linking the traffic to a specific AI response. Lower confidence scores are flagged for manual review.

#### setup

**question**: How long does it take to set up the Attribution Engine?

**answer**: Setup takes approximately 15-30 minutes. You'll need to: (1) Connect your Google Analytics 4 account, (2) Install our tracking snippet on your site, (3) Configure conversion goals. Once connected, attribution tracking begins immediately. Historical data analysis is available for the past 90 days.

#### comparison

**question**: How does this compare to traditional marketing attribution?

**answer**: Traditional attribution tracks Google Ads, email campaigns, etc. The Attribution Engine is specifically designed for AI discovery—tracking ChatGPT, Claude, Gemini, and Perplexity as traffic sources. Unlike traditional tools, we can trace the exact AI response that drove a user to your site, providing granular attribution that's impossible with standard analytics.


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*Source: https://targetlytics.com/en/platform/attribution-engine*
*Last Updated: 2026-04-15T19:49:16.035Z*