← AI Shopping Feed & Client Audit Toolkit

What a client audit bundle looks like

This public sample explains the workflow produced by RC13 without exposing the paid executable. It is based on the same automated sample-fixture workflow used for release QA.

1. Before audit

The toolkit detects a known OpenAI discovery-feed or Google-compatible feed profile, validates the catalog, and records findings rather than silently rewriting merchant facts.

2. Safe fix copy + change log

Safe Fix is deliberately conservative. It can normalize formatting such as surrounding whitespace and records each changed field with before/after evidence. It does not invent missing price, availability, brand, identifiers or other merchant facts.

3. Recheck

The fixed copy is audited again so the handoff can distinguish what changed from what still requires merchant input. Unknown OpenAI availability is not converted into a false Google stock state.

4. Client bundle

Release QA evidence

Automated RC13 primary journey: OpenAI audit → evidence → OpenAI client bundle → Google audit → Google client bundle: PASS.

Packaged Windows executable smoke and responsive-window checks: PASS. Same-machine isolation tests with Python environment paths disabled: PASS. These checks do not claim independent clean-machine certification or human usability certification.

Why this is different from a generic score checker

The paid workflow is designed around repeatable local catalog work and documented handoff: bulk CSV/TSV preflight, conservative fixes, a change trail, recheck, evidence and bundles. The score is not the product.

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Independent technical preflight utility. Not affiliated with or certified by OpenAI or Google. No feed submission or acceptance, indexing, recommendation, ranking, checkout, traffic or sales guarantee. Google checks are a basic preflight, not exhaustive Merchant Center certification. Platform references checked 2026-09-29 and can change.