№ 00 · The capability stack, in depth

Five capabilities. One closed loop.

The homepage shows the loop. This page shows the parts. Every event captured, every model run, every dollar moved, every agent action, every forecast — the same corrected signal, end to end.

The loop, in numbers
0phases
Closed system · one signal·no silos
Models
0
In parallel
Refresh
0h
Cadence
Forecast
0d
Forward
№ 01 · Tracking

Every event, deduplicated.

A single tag captures sessions, orders, and LTV across your storefront — server‑side where it counts. Then the same order claimed by four platforms gets reconciled to one truth.

Server‑side first

Meta, Google, TikTok, Pinterest, Snapchat — all via Conversions API. No pixel‑only fallback.

Identity stitching

First‑party cookies, hashed email, server‑sent events. 87% of sessions resolved to known users.

Probabilistic fallback

iOS 17 and cookieless visitors get probabilistic matching with confidence scoring per session.

Cross‑platform dedup

One order, one credit. The four platforms above all claim Order #4781 — Omnitrail keeps one.

Order #4781 · $124.00
4 claims · 1 truth
Meta
claims · fbp_8a31
4.87×
Google Ads
claims · gclid_2x9
3.91×
TikTok
claims · ttclid_71f
4.12×
Pinterest
claims · epik_4b1
2.97×
DEDUP
Corrected event
omn_4781_canon
Credit
Meta 0.42
Goog 0.31 · TT 0.22 · Pin 0.05
True ROAS
3.24×
One order. Credit split by AI‑Powered model. Each platform loses the over‑claim.
Sessions resolved
87%
Phantom revenue
−38%
Setup
~8m
№ 02 · Analysis

Five models. Same screen.

Every model has a blind spot. Pick one and you commit to its bias. Omnitrail runs all five against the same dedup'd events so you can see where they agree, where they diverge, and which channel just shifted under your feet.

Linear
2.91×
Equal credit to every touchpoint. Honest but flat.
Google Ads28%
Meta22%
TikTok16%
Email14%
Direct12%
Pinterest8%
First‑Click
2.47×
All credit to the discovery channel. Rewards top‑of‑funnel.
Google Ads42%
Meta31%
TikTok15%
Email5%
Direct4%
Pinterest3%
Last‑Click
2.18×
All credit to checkout. Over‑rewards email and direct.
Google Ads18%
Meta14%
TikTok8%
Email38%
Direct18%
Pinterest4%
Data‑Driven
3.08×
Shapley‑based credit from your conversion paths.
Google Ads31%
Meta24%
TikTok18%
Email17%
Direct7%
Pinterest3%
AI‑Powered★ TRUTH
3.24×
Probabilistic + causal lift. Updated continuously.
Google Ads34%
Meta21%
TikTok23%
Email16%
Direct4%
Pinterest2%
★ AI‑Powered runs continuously · 4‑hour refreshHover a row to compare
№ 03 · Optimization

Spend moves to what earns.

The corrected attribution signal feeds directly back into your ad accounts. Last month's reallocation, visualized — and what the AI agent recommends for next month.

Monthly budget · $258k
Last 30 days · pushed to ad accounts
Current allocation
Recommended ★· based on AI‑Powered model
Google Ads
$89,240$106,030
6pt
Meta
$74,120$53,090
9pt
TikTok
$31,800$67,400
8pt
Email
$10,400$25,090
5pt
Pinterest
$33,440$11,170
8pt
Other
$18,900$15,120
2pt
Modeled outcome if applied
Same total spend. Recovered from over‑credited Meta + Pinterest.
+$12.8k
projected · next 30 days
Campaign‑level true ROAS

Per‑campaign corrected ROAS pushed back to Meta, Google, and TikTok ad accounts hourly.

One‑click reallocation

Approve a recommendation and budgets shift across ad accounts in a single move.

Guardrails respected

Set per‑channel floors, ceilings, and pacing rules. Recommendations stay inside them.

Audit log

Every reallocation is logged with the model state and the input data that triggered it.

№ 04 · Automation

Agents that actually have eyes.

An AI agent that reads Omnitrail's corrected attribution — not the platform pixel — and rebalances inside your guardrails. The first seven actions go through you. After that, it earns trust.

The trust ramp
APPROVEDAUTO‑APPLIEDPENDING REVIEW

Approve the first seven recommendations to teach the agent your bias bar. Once it has a track record, qualified actions auto‑apply with full audit trail.

Trust earned, not given

First seven recommendations need explicit approval. After that, qualified actions auto‑apply.

Reads the corrected signal

Agents act on Omnitrail's deduplicated attribution, not the platform pixel they're acting on.

Guardrails are absolute

Per‑channel floors, ceilings, max daily move, and pacing rules. Agents never breach them.

Reversible

Every auto‑applied action has a one‑click rollback inside Omnitrail.

Agent action log · last 30 days
Live · 14:32 UTC
  1. Day 01
    Pause Pinterest ad set #471APPROVED

    True ROAS 1.84× · below floor (2.50×) for 6 days running.

  2. Day 03
    Shift $1,200/day · Meta → TikTokAPPROVED

    Meta CAC up 18% week‑over‑week. TikTok confidence at 94%.

  3. Day 07
    Lower Google brand bid ceilingAPPROVED

    Brand campaign over‑credited; bid ceiling cut from $4.20 to $3.10.

  4. Day 14
    Reallocate within guardrailsAUTO‑APPLIED

    $2,400 redistributed across 6 ad sets. No single move > 8% of budget.

  5. Day 21
    Auto‑pause low‑confidence creativeAUTO‑APPLIED

    Variant C of Meta DPA campaign · 48h sample · z = −2.3.

  6. Today
    Hourly: bid pacing within bandsAUTO‑APPLIED

    Continuous spend pacing · within per‑channel bands · no flag.

  7. Pending
    Expand TikTok lookalike to 4%PENDING REVIEW

    Awaiting your review · unlocks $4.8k/wk additional spend.

№ 05 · Forecast

Fourteen days ahead. With confidence bands.

A continuous forecast of revenue, CAC, and ROAS by channel — with P10 / P50 / P90 bands, not a single‑point guess. Reforecasts nightly. Surfaces when reality drifts outside the 80% interval.

Daily revenue · 14‑day forward forecast
ActualsP50P10–P90
$10k$14k$18k$22kTODAY−7DTODAY+7D+14D
P50 · Day +14
$17.0k
Range · Day +14
$14.5–$19.5k
30‑day total · P50
$462k
Drift status
In band
Monte Carlo on real data

Simulation runs against your corrected attribution, not platform‑claimed numbers.

P10 / P50 / P90 bands

Confidence intervals, not single‑point estimates. Drift outside 80% triggers a flag.

Reforecasts nightly

New events, new model output, new bands. By morning the forecast accounts for yesterday.

Drift alerts

When actuals fall outside the 80% interval, you get a flag before it shows up in a monthly review.

Compare · The four ways to do this

How Omnitrail stacks against the rest.

GA4, platform pixels, and MMM each solve part of the problem. Omnitrail is the layer above that ties them together — and acts on the corrected number.

Server‑side capture (Conversions API)
Omnitrail
GA4Partial
Platform pixelsPartial
MMM
iOS 17 / cookieless ready
Omnitrail
GA4Partial
Platform pixels
MMM
Identity stitching across devices
Omnitrail
GA4
Platform pixels
MMM
First‑party order ledger
Omnitrail
GA4
Platform pixels
MMMPartial
Cross‑platform deduplication
Omnitrail
GA4
Platform pixels
MMMPartial
Multiple models in parallel
Omnitrail
GA4Last‑click only
Platform pixelsPlatform‑defined
MMMPartial
AI / data‑driven model
Omnitrail
GA4Partial
Platform pixels
MMM
Refresh cadence
OmnitrailEvery 4 hours
GA4On demand
Platform pixels24–48h
MMMWeekly / monthly
Push corrected signal to ad accounts
Omnitrail
GA4
Platform pixels
MMM
Per‑campaign true ROAS
Omnitrail
GA4Partial
Platform pixelsPlatform‑only
MMM
Automated reallocation
Omnitrail
GA4
Platform pixels
MMMPartial
AI agent with guardrails
Omnitrail
GA4
Platform pixels
MMM
Forward‑looking revenue forecast
Omnitrail
GA4
Platform pixels
MMM
Confidence bands (P10 / P50 / P90)
Omnitrail
GA4
Platform pixels
MMMPartial
Reforecast cadence
OmnitrailNightly
GA4
Platform pixels
MMMMonthly
Drift alerts on actuals
Omnitrail
GA4
Platform pixels
MMM
Setup time
Omnitrail~8 min
GA4~30 min
Platform pixelsNative, per platform
MMMWeeks–months
Engineering required
OmnitrailMinimal
GA4Minimal
Platform pixelsNone
MMMSignificant
Data team handoff
OmnitrailNo
GA4No
Platform pixelsNo
MMMYes

★ Omnitrail · the layer above the others. We integrate with all three and reconcile the signals.

№08 · Integrations

Plugs into everything you already pay for.

Native integrations with 11 storefronts and 5 ad platforms. Server‑side where it matters.
Shopify
WooCommerce
BigCommerce
Magento
Medusa
OpenCart
Vendure
Google Ads
TikTok
Pinterest
Snapchat
Meta
Shopify
WooCommerce
BigCommerce
Magento
Medusa
OpenCart
Vendure
Google Ads
TikTok
Pinterest
Snapchat
Meta
GDPR‑ready·SOC 2 in progress·Server‑side CAPI·Self‑hosted option
Book a demo · See it on your data

All five. On your numbers.

A 30‑minute call. We'll plug a read‑only connection into your ad accounts and one storefront, then walk through every capability on this page applied to your last 30 days. You leave with a working forecast and one budget recommendation worth acting on.

What you'll walk away with
Tracking installed on a sandbox storefront in under 10 minutes
All five attribution models running on your last 30 days of orders
One concrete budget reallocation we'd recommend right now — with the dollars attached
A 14‑day forecast with confidence bands you can sanity‑check against your gut