Every channel claims credit. LensOS arbitrates — scoring each data source by evidence quality, resolving conflicts automatically, and delivering a single trusted view of what's actually working.
Your platform dashboard claims high ROI because it counts view-throughs and brand lift. Your MMM model is more conservative—it only counts incremental revenue. Your experimental team ran a lift study that contradicts them both. You're not measuring the same thing; you're measuring different confidence levels. And nobody has authority to resolve the conflict.
So your team does what every team does: trusts the number that matches the narrative they want to believe. The result is budget allocation driven by convenience, not evidence.
Your dashboard is incentivized to report high ROAS. It counts brand lift, view-throughs, and attribution windows that inflate credit.
Your statistical models answer different questions. Experiments isolate causation; MMM estimates incremental contribution. Both are right. Both can't be right for the same channel.
Your marketing leader, data scientist, and CFO each trust a different number. Without objective methodology to arbitrate, conflicts become politics.
Rebuilds your contribution estimates from spend and revenue history. No reliance on platform self-reported data. Starts fresh from the source of truth: money in, money out.
Scores every evidence source by quality. Penalizes walled-garden data. Produces trust-weighted consensus across MMM, experiments, and platform claims. Turns conflicts into weighted estimates.
Explains every recommendation in plain English. Auditable chain from signal to decision. Your CFO can verify the logic. Your team can debug disagreements.
Prior database that gets smarter with every client run. New clients benefit from all previous clients' learning.
Priors built from academic causal inference literature.
Every analysis updates the prior for the next analysis.
Priors get more precise as patterns repeat.
LensOS arbitrates between them.
LensOS resolves the signals.
LensOS produces decisions.
Your Meta ROAS is a lie. Not a malicious one — just a convenient one. LensOS resolves what Meta won't admit.
Marketing budgets that ignore seasonality aren't budgets. They're guesses. LensOS captures the seasonal ROAS curve.
Your pipeline attribution and your MMM disagree. One of them is right. LensOS explains which one — and why.
LensOS understands 300+ platforms and 50+ channel categories — from paid search to emerging AI surfaces. Every channel is mapped to its funnel stage and measurement readiness.
Paid, Traditional, Owned, Earned, Partner, Offline, Emerging, B2B
Search, Social, Email, Display, Retail Media, Gaming, DOOH...
Google Ads, Meta, TikTok, Amazon, LinkedIn, Shopify...
RSA, Feed Ads, Stories, Reels, Shopping, Performance Max...