SELL.SYSTEMS / PRACTICAL AI SYSTEMS

AI Growth Operator

Give your AI agent a real business workflow.

Connect advertising evidence, analytics and business context. Build an audit you can verify, a work package you can act on, and memory the next run can use.

Start your first lab Watch the real case

Google Ads · GA4 · Codex · Agent memory · Human mentor review

THE WORK, WITH EVIDENCE

From an instruction to a business result.

English event edition

Recorded case. Reporting period: 6 Aug - 4 Sep 2026. AI-generated English narration and captions. Completed work and proposed changes are labelled separately.

TranscriptDownload MP4

YOUR FIRST WORKING SYSTEM

Three outputs. One useful workflow.

The verified case completed eight query groups, produced 15 source-linked observations, five proposals and five draft texts. A separate agent invocation recovered two reviewed PostgreSQL records by exact lookup. Inspect the case summary.

01

A source-bound audit

Read Google Ads and GA4 evidence. Explain what conversions mean for the business and what the data cannot yet prove.

02

A concrete work package

Prepare a measurement investigation and draft improvements, with evidence, validation steps and a clear action status.

03

Context for the next run

Save findings and open questions. Verify a separate agent invocation can recover the exact result and continue from it.

  1. Instruction
  2. Tools + context
  3. Execution
  4. Evidence
  5. Next run

A REAL SELLSYSTEMS CASE

What does a conversion actually mean?

The recorded RU campaign reported two conversions. Both were agreement-acceptance events. Treating them as two sales would produce the wrong business conclusion.

Impressions
2,016
Clicks
53
Spend, USD
$5.24
Agreement events in Ads
2

Source: sanitized Google Ads API snapshot, 5 Sep 2026 06:36 UTC. Period: 6 Aug - 4 Sep. Display spend rounded from $5.237856. These figures do not establish sales or profitability.

Inspect the source and its limits

GA4 returned four agreement-acceptance events and four trial-start events. They are not eight proven customers. Selected attribution dimensions were “(not set)”; the cause remains unresolved. Ads and GA4 use different time zones. No purchase row appeared in this selected report; company-wide revenue was not audited.

Download the timestamped training snapshot

MISSION 1 / YOUR FIRST GROWTH AUDIT

Bring one workflow. Build one working agent.

Start with our sanitized dataset, or your own authorized account. Your first mission is read-only for real accounts. You will produce files, verify a second run and handle missing evidence before mentor review.

Start from the evidence

  1. Join the lab with your campus account.
  2. Download the dataset and edit your agent brief.
  3. Run the audit in your managed workspace.
  4. Submit your audit, draft actions, context read-back and recovery proof.
Join the lab Open Mission 1

Your workspace. Your pace.

Direct Codex has a free-start option within current plan limits. Review the current managed-workspace offer and trial terms in Terminal Lab. Advertising spend is separate.

Prefer Telegram? The optional OpenClaw setup uses an active paid ChatGPT Plus subscription.

Mentor review: 94/100 to pass. Evidence, interpretation, a concrete artifact, recovered context and a missing-data test.

KEEP BUILDING

Make another workflow operational.

Explore our existing Meeting Intelligence lab: from consent-aware meeting evidence to structured follow-up.

Meeting Intelligence Lab