Honest attribution. Clean signal. The data layer marketing was supposed to have all along.
First-party event capture, identity stitching across surfaces, and an attribution model that doesn't lie to you. Sits underneath Margo OS — feeding clean signal upstream so the decisions made downstream are grounded in something real.
Currently in development
Perfect Pixel is the second product in the Margo Labs stack. We're building it now. Waitlist members get first access, design input, and locked-in launch pricing.
And not because the vendors are evil — because the model they're using stopped working when Apple killed the cookie and the platforms learned how to take credit for everything.
Every channel report claims credit for the same conversion. Add them up and you've shipped three times as many sales as the bank account shows. Something is wrong, and everyone knows it, but nobody's fixing it because the dashboards still load.
— The state of attribution in 2026
Five layers, from raw event capture to honest reporting. Each one solvable on its own; combined, the picture finally adds up.
A lightweight script that captures what's happening on your site, in your emails, and across your owned surfaces — server-side where it matters, client-side where it doesn't. No third-party cookies. No consent theater. Just clean event data, owned by you.
The same person browsing, opening, clicking, and converting across three sessions and two devices is one person. Perfect Pixel stitches them — using deterministic signals where available, probabilistic where it's reasonable, and disclosed clearly throughout.
Pick a model. Last-click, first-click, time-decay, position-based, custom. Run them side-by-side. Stop pretending one of them is the truth — show all of them, and let the disagreement teach you something.
Total attributed conversions cap at total actual conversions. Channel credits sum to 100%. The numbers in your report match the numbers in your bank account. Revolutionary, evidently.
Attribution data flows directly into the Margo OS channel mix view and post-launch review module. The campaign you ran feeds the data that informs the next campaign you'll run. The loop closes.
Underneath everything else. Capture once, route everywhere — into Margo OS for decisions, into Plum for context, into your warehouse if you want it.
First access. Locked-in launch pricing. A say in what gets built first. Limited to founding cohort members.
Joins the Margo Labs waitlist. Unsubscribe anytime.