Use Case 21

First-Party Attribution & Intent Personalization Engine

A first-party attribution and intent engine that captures every ad touch, scores every visitor in real time, personalizes the portfolio to what they came looking for, and delivers the full click-to-CRM chain — built, deployed, and QA'd end-to-end by the agent on assignment.

→ Operator when reporting cadence turns onContinuous · Reporting: Scheduled
01The Pain

What was getting in the way.

Ad clicks were going dark between the click and the CRM. UTMs and gclids got stripped by redirects and single-page navigation, the CRM only saw whoever filled a form — with no memory of the visits before it — and there was no way to feed real outcomes back to Google's bidding. Every visitor also saw the same generic portfolio no matter what they came looking for.

Context

The agency's own lead-gen site — dogfooding the engine as a proving ground before client rollout.

02The Workflow

How the work runs.

  1. 01

    Capture the click

    Visitor lands on any tagged URL → SDK captures 20+ ad/click parameters, referrer, and landing page; first touch written once, never overwritten.

  2. 02

    Stream every page view

    Each view streams to a secure ingest function adding geo and a privacy-safe device fingerprint that matches return visitors across devices and incognito.

  3. 03

    Score behavior in real time

    Pricing/contact views, case-study views, form starts, dwell time, and return visits roll into a per-visitor lead score.

  4. 04

    Personalize the portfolio

    Pages browsed infer the visitor's industry → the portfolio grid silently reorders to lead with matching case studies — a dog trainer searching "dog training" sees dog-training wins first.

  5. 05

    Deliver the chain to the CRM

    On form submit, the full attribution chain (UTMs, gclid, first + last touch) rides into the CRM contact as custom fields, plus a join key linking the person to their entire anonymous browsing history.

  6. 06

    Keep outcomes export-ready

    An export view keeps gclid + outcome + score ready for Google Ads offline-conversion upload, so closed revenue can train the bidding.

  7. 07

    QA the whole chain

    The agent runs automated browser E2E QA — synthetic tagged visit → database rows → CRM fields — read-only against production.

03In the Environment

Evidence from the workflow.

Default visitor portfolio grid in standard order with pet care, fitness, manufacturing, and education work
Fig 1 · Default visitor — portfolio grid in standard order: pet care, fitness, manufacturing, education…
After a tagged dog training ad click, the same portfolio grid reorders with six dog and pet-care results first
Fig 2 · After a tagged "dog training" ad click — the same grid silently reorders: the top six results are all dog & pet-care wins.
04Connected Systems

Each system has a role.

  • Record of Truth — Every visit, score, and touch — first-party, owned, service-role protected.

    Website + Cloud Database

  • Record of Truth · Intake — Leads enriched with the full attribution chain as custom fields.

    CRM

  • Signal — Campaign tagging and click identifiers feeding the capture SDK.

    Tag Manager / Analytics

  • Action — Offline-conversion feedback so closed revenue trains the bidding. (Next phase)

    Google Ads

  • Action — Weekly attribution & lead-quality digest where the team works. (Next phase)

    Slack

  • Assurance — Synthetic tagged visits verified through to database and CRM, read-only.

    Browser E2E QA

05Capability Level

Why this is Coworker.

Takes assignments and reports back. You hand it work, it prepares and returns a result.

Built as a Coworker: designed, built, deployed, and QA'd end-to-end by the agent on assignment. It graduates to Operator when the scheduled reporting and export cadence turns on.

Attribution tables are service-role only — no public read · IPs truncated + hashed, never stored raw · Privacy-policy disclosure ships only with human approval (pending) · QA runs read-only against production · Test records flagged and purged on human sign-off · Scoring weights and featured slugs are human-tunable.

Effects / Outcomes

Designed, built, deployed, and E2E-verified in one working day — ~1.6 platform credits build cost

Zero performance tax: +0.13% bundle size, no blocking scripts, forms untouched and regression-tested same day

Verified end-to-end: synthetic ad-click visitor scored 77, personalized the portfolio, arrived in the CRM with every UTM + gclid intact

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