Before you commit to an attribution tool, it's worth asking a few pointed questions. Not just about the data, but about the experience of using it day to day. Here are seven questions that cover both.

Most customer journeys involve more than one touchpoint (our data shows an average of 2.9 touchpoints before purchasing). Someone might discover your brand through a TikTok ad, click a Google search result a few days later, and finally convert through an email. If your attribution tool only credits the last click, you're missing the bigger picture.

Look for a platform that supports multi-touch attribution models and lets you choose between them. 

Not all attribution tools gather data the same way, and that matters more than most people realize. Some rely only on pixel tracking. Others lean on post-purchase surveys. The strongest approach combines both.

Pixel data captures the actual clicks and page visits across a customer's journey. Surveys capture what the customer remembers, which often includes channels that pixels can't track, like podcasts or word of mouth. ThoughtMetric’s multi-touch attribution model blends pixel tracking with built-in post-purchase surveys, and the survey results are factored directly into the attribution model to increase accuracy and fill in the missing links.

This is where a lot of tools fall short. They collect great data but bury it in cluttered dashboards or confusing interfaces. If you need a data analyst to interpret basic reports, the tool is working against you, not for you.

Ask for a walkthrough of the actual reporting interface. Can you quickly see which channels are performing? Can you compare campaign-level ROAS without clicking through five screens? The best tools make complex data feel simple, regardless of how technical the person using them is.

This is one of the things ThoughtMetric customers bring up most often. The dashboard is clean and intuitive, with a left-hand menu that makes navigation straightforward and a layout that centralizes all of your data. You're not bouncing between tabs or stitching together reports from different screens. Everything from channel-level revenue to creative performance to customer journey data lives in one place.

ThoughtMetric also supports custom reports, so you can organize the metrics that matter most to your team. 

Look for broad, native integrations. ThoughtMetric connects to platforms like Meta, Google Ads, TikTok, Pinterest, Klaviyo, Shopify, WooCommerce, BigCommerce, and many more. The more your attribution tool can see, the more accurate the picture it gives you.

Attribution isn't just about reporting. It can also improve your ad performance directly. Some tools support Conversion API (CAPI) integrations that send conversion data back to platforms like Meta and Google. This helps their algorithms optimize delivery and target the right audiences more effectively.

ThoughtMetric includes CAPI integrations that push your conversion data back to the ad platforms, helping them serve your ads to the right people. If a tool only pulls data in but doesn't push anything back, you're leaving performance on the table.

When you have a complex question, you need real help from real people. Not a chatbot or an article from 2021.

Ask what support looks like. Can you talk to someone who understands performance marketing? Is there a dedicated onboarding experience? Is the team reachable when something feels off, or are you submitting tickets into the void?

This is an area where ThoughtMetric stands out. Support is handled by real team members who understand attribution logic, integrations, and how revenue is calculated. Customers can reach the team through live chat inside the platform or by email, and the responses are consistently fast and specific.

Onboarding is included for every customer, with a dedicated call to make sure integrations and reporting are configured correctly from the start. Multiple customers have described the process as smooth and low-friction. And because the platform itself is designed to be intuitive, support functions more as reinforcement than rescue. The help is always there when you need it, but ThoughtMetric is built so you don't need it that often.

Dashboards are great for deep analysis, but sometimes you just need a quick answer. Maybe you're in a meeting and someone asks about last month's ROAS. Maybe you're on your phone and want to check which campaign is performing best this week. You shouldn't have to log in, navigate to a report, and set the right filters just to get a number.

This is where AI connectors are starting to change the game. Some attribution tools now let you query your data using natural language through tools like ChatGPT and Claude. Instead of clicking through dashboards, you can just ask a question and get an answer pulled directly from your attribution data.

ThoughtMetric connects directly to both ChatGPT and Claude, so you can ask things like "What were total sales by channel last month?" or "Which campaigns had the best CPA?" and get instant, accurate answers. You're not limited to predefined prompts, either. If the answer exists in your ThoughtMetric data, you can ask for it. 

The best attribution tool is the one your team actually uses, one that gives you trustworthy data, integrates with your stack, and doesn't require a PhD to navigate. Asking these questions upfront can save you months of frustration.

ThoughtMetric is built for e-commerce brands that want accurate multi-touch attribution, broad integrations, CAPI support, and reporting that's easy to understand. Over 1,200 e-commerce brands already use it to make smarter marketing decisions.

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What attribution models does ThoughtMetric support?
ThoughtMetric offers six attribution models: First Touch, Last Touch, Linear Paid, Position Based, and Multi-Touch. You can switch between models at any time to see your data from different angles.

What platforms does ThoughtMetric integrate with?
ThoughtMetric integrates with major e-commerce platforms like Shopify, WooCommerce, BigCommerce, and Magento, as well as ad platforms like Meta, Google Ads, TikTok, Pinterest, and Bing Ads and more.

Does ThoughtMetric offer a free trial?
Yes. Every plan starts with a free trial so you can see the value before committing. No credit card is required.

Does ThoughtMetric work with iOS 14 and ad blockers?
Yes. ThoughtMetric uses server-side tagging to bypass tracking issues caused by iOS 14 and ad blockers. There's no guessing or modeling involved.

Can ThoughtMetric send data back to ad platforms?
Yes. ThoughtMetric includes Conversion API (CAPI) integrations that send conversion data back to platforms like Meta and Google, helping their algorithms optimize ad delivery.

Does ThoughtMetric support post-purchase surveys?
Yes. ThoughtMetric includes built-in post-purchase surveys that ask customers how they heard about your brand. The survey responses are factored directly into the attribution model to improve accuracy, especially for hard-to-track channels like podcasts and influencers.

Are there hidden fees or add-on charges?
No. Every feature is included in every plan. There are no add-ons or surprise charges.