RESOURCES · 2026

Everything we publish about catalogue truth.

Reports, sample audits, methodology, the Sentinel Industry Index, our changelog, and the API reference — all in one place.

REPORTS & WHITEPAPERS

Reports & whitepapers

Public research from the PartSentinel team.

REPORT · 2026 Q1

Sentinel Industry Index — automotive aftermarket

Which brands' catalogues have actually leaked into model training data, and which still hold an exploitable moat. Audit of 412k references, 8 LLMs.

48 pages · PDF · public
Open the index →
WHITEPAPER

The Sentinel Score — calibrated measurement of LLM catalogue knowledge

Methodology paper: prompt design, sampling protocol, ground-truth alignment, scoring formula and per-vertical calibration constants.

32 pages · PDF · technical
Read the methodology →
BENCHMARK

LLM scorecard — 12 models · 18 verticals

Quarterly benchmark of how each major model performs on industrial reference data. Updated each quarter.

Live dashboard · public
Open benchmark →
WHAT YOU ACTUALLY RECEIVE AFTER A PARTSENTINEL AUDIT.

Sample audit

An anonymised illustrative audit on a fictitious manufacturer (50 references). Includes the executive summary, per-reference scorecards, leak detection, AI Act dossier and raw model responses.

Open the sample report →
SAMPLE AUDIT · ANONYMISED · Q1 2026
References audited
50
Models queried
10
Pages of report
62
Leak findings
7
sentinel_sample_audit_2026q1.pdf · 4.7 MB
TOOLS

Tools

Free utilities for evaluating your AI exposure.

FREE

AI Act readiness checklist

Six-question self-assessment aligned with EU AI Act Article 53(1)(d). 4 minutes.

Start checklist →
FREE

Single-reference probe

Drop one reference (SKU or OE number). We'll tell you what 5 LLMs say about it, instantly.

Run a probe →
PARTNER

BMEcat / ETIM parser

Open-source parser for industry catalogue formats — used inside PartSentinel, released to the community.

View on GitHub →
SENTINEL INDUSTRY INDEX

How much of your catalogue do LLMs already know?

Open the index →Measure my exposure →
CHANGELOG

Changelog

What shipped, when.

2026-04-22
MODEL

Added Claude Opus 4.7 (1M) to the audit panel

Replaces Opus 4.6 in the default panel. Calibration constants refreshed across all 18 verticals. Existing audits get a re-run automatically.

2026-04-08
FEATURE

Leak detector — passive cross-reference probing

New module that flags when confidential cross-reference tables appear inside model responses. Public reference: blog post.

2026-03-19
AI ACT

AI Act dossier export — generally available

Article 53(1)(d) compliance pack, exportable as a single signed PDF + JSON manifest. Includes provenance trail and per-model attestations.

API · v1

API reference

For PIM, MDM and BI teams. Score any reference in your catalogue programmatically. Stable v1 endpoints, signed webhooks, OpenAPI 3.1 schema.

Read the OpenAPI spec →
# Score a single reference
curl -X POST https://api.partsentinel.com/v1/audit \
  -H "Authorization: Bearer $PARTSENTINEL_API_KEY" \
  -d '{
    "reference": "NVX-22010",
    "vertical": "automotive_aftermarket",
    "models": ["model-a", "model-b", "model-c"]
  }'

Want to try PartSentinel on your catalogue?

Drop one of your own references in 90 seconds, then talk to us about scoping a full catalogue audit.