Stop arguing about which attribution model is right. Run all six and compare.

The problem with picking one model

Most marketing teams run a single attribution model, then defend it. The paid team wants last-touch because it credits their ad clicks at the bottom of the funnel. The content team wants first-touch because it credits the blog posts that started the journey. Leadership wants something that looks like the data warehouse. Nobody agrees, and the debate kills decisions.

The real question is not which model is correct. It is what each model reveals that the others hide. First-touch and last-touch are single-point models that give 100% of revenue credit to one moment. Linear spreads it equally. Time-decay biases toward recency. U-shaped and W-shaped place structured weights on the milestones that actually define how B2B deals progress: first contact, lead creation, and opportunity opening.

When you can only run one model, you are forced to choose a lens before you have seen the data. AttriByte eliminates that constraint. All six models run on the same cookieless identity graph and the same warehouse events, in parallel, so a single dashboard shows where the models agree (strong signal) and where they diverge (the interesting question).

• No model switching: all six update in real time as new touchpoints arrive
• Compare side-by-side across channels, campaigns, or time periods
• Atlas AI flags where model choice changes a budget recommendation
• All models run on your warehouse: Snowflake, BigQuery, Redshift, or Postgres

What to look for when evaluating attribution platforms

Most attribution tools support one or two models and ask you to pick during onboarding. That decision shapes every report you see for the life of the contract. Before you commit, ask these questions:

1. How many models does it support natively? If you can only choose one at setup, you will spend years defending that choice instead of learning from the data.
2. Does it work without third-party cookies? ITP and browser restrictions already affect a large share of B2B traffic. A model built on third-party cookies will degrade silently.
3. Where does the data live? Vendor-managed data warehouses mean you lose access when you cancel. Bring-your-own warehouse means the data is always yours.
4. Can it include offline and CRM touchpoints? A demo request, a sales call, and a contract sent are all touchpoints. If they are not in the model, you are missing half the journey.
5. How does it handle multi-person accounts? B2B buying committees mean multiple contacts touch a single deal. Contact-level attribution misses the account.

AttriByte was built to answer yes to all five. See the full feature breakdown on the product page or compare plan limits on pricing.