# Entity Match Quality Review — WIMS Pipeline
**Date:** 2026-06-09  
**Reviewer:** third-party AI (web interface)

---

## Context

A pipeline matched trademark holder names (from trademark filings) to known company
records. Each match has a `link_type`:

- **direct** — the holder IS the company (same legal entity, name variation, abbreviation,
  transliteration, or rebrand)
- **subsidiary** — the holder is a subsidiary, brand, or division OF the company (parent
  relationship)

Pairs are grouped by the matching method used. For each pair, decide:

- **CORRECT** — the link is accurate and the link_type is right
- **INCORRECT** — wrong company, wrong link_type, or no real relationship
- **UNCERTAIN** — plausible but unverifiable without deeper research

Provide a one-line reason for any INCORRECT or UNCERTAIN verdict.

---

## GROUP A — Exact name match (deterministic, high confidence)

These were matched by normalized name equality. Should mostly be correct.

| # | Trademark Holder | → Company | Link | Countries |
|---|---|---|---|---|
| A1 | KT & G Corp | KT&G | direct | KR→KR |
| A2 | JEWEL COFFEE ROASTERS PTE. LTD. | Jewel Coffee Roasters Pte Ltd | direct | SG→SG |
| A3 | Logic Technology Development LLC | Logic Technology Development LLC | direct | US→US |
| A4 | Björkkrans AB | Bjorkkrans, AB | direct | SE→SE |
| A5 | NJOY HOLDINGS, INC. | NJOY, LLC | direct | US→US |

---

## GROUP B — Fuzzy name match, AI-confirmed (conf ~0.79–0.82)

Matched by fuzzy string similarity, then confirmed by AI. Higher risk of false positives.

| # | Trademark Holder | → Company | Link | Countries |
|---|---|---|---|---|
| B1 | UNIVERSL PROTEIN | Universal Protein Supplements Corporation | subsidiary | IN→US |
| B2 | ХЕЛЛ ЕНЕРДЖИ Мадьярорсаг Кфт. (HELL ENERGY Magyarország Kft.) | HELL ENERGY Magyarország Kft | direct | HU→HU |
| B3 | Beverage Delight Pte. Ltd. | Delightex Pte. Ltd. | direct | SG→SG |
| B4 | AGAMI GROUP SDN.BHD. | Anramin Industry Sdn Bhd | direct | MY→MY |
| B5 | AOG WHOLESALE INC | AK Wholesale Inc. | direct | US→US |
| B6 | Shenzhen Yixi Smart Electronics Co., Ltd. | Shenzhen Yunxi Smart Technology Co., Ltd. | direct | CN→CN |

---

## GROUP C — LEI (GLEIF registry) match, AI-confirmed (conf ~0.79–0.82)

Matched via the GLEIF global legal entity registry (LEI codes / registered names),
then confirmed by AI. Includes both same-entity and parent-walk matches.

| # | Trademark Holder | → Company | Link | Countries |
|---|---|---|---|---|
| C1 | SPRINT HYDRATION INC. | Prime Hydration, LLC | direct | US→US |
| C2 | PHILIP MORRIS BRANDS SÀRL | Philip Morris International, Inc. | subsidiary | CH→US |
| C3 | Towerbell Nutraceuticals, Inc. | Nutraceuticals International LLC | subsidiary | PH→US |
| C4 | Philip Morris USA Inc | Philip Morris International, Inc. | direct | US→US |
| C5 | REDDY DRUGS AND LABORATORIES | Dr.Reddy's Laboratories, Ltd. | direct | IN→IN |

---

## GROUP D — Wikidata parent/subsidiary graph, AI-confirmed (conf 0.80)

Matched by walking the Wikidata corporate-ownership graph (P749 "parent organization"
/ P355 "subsidiary"). All are subsidiary-type links.

| # | Trademark Holder | → Company | Link | Countries |
|---|---|---|---|---|
| D1 | HEINEKEN ESPANA, S.A. | Heineken N.V. | direct | ES→NL |
| D2 | Coca-Cola Europacific Partners Australia Pty Ltd | The Coca-Cola Company | direct | AU→US |
| D3 | Nestle Waters EMENA | Nestlé, S.A. | subsidiary | FR→CH |
| D4 | Athenian Brewery S.A. | Heineken N.V. | subsidiary | GR→NL |

---

## GROUP E — Transliteration match, AI-confirmed (conf ~0.795–0.85)

Source name is non-Latin (CJK or Cyrillic); transliterated to Latin, then fuzzy-matched.

| # | Trademark Holder (original script) | → Company | Link | Note |
|---|---|---|---|---|
| E1 | 東光 篤子 | Dongguang DZAT Co., Ltd. | direct | CJK, no country data |
| E2 | 戚薇 | Shenzhen Qiwei Technology Co., Ltd. | direct | CJK, no country data |
| E3 | Империал Тобакко Лимитед | Imperial Tobacco Limited | direct | Cyrillic, RU→GB |
| E4 | Імперіал Тобакко Лімітед | Imperial Tobacco Limited | direct | Cyrillic, UA→GB |
| E5 | Палсгаард А/С | Palsgaard A/S | direct | Cyrillic, DK→DK |

---

## GROUP F — DBA / alias match, AI-confirmed (conf ~0.795–0.82)

Matched via "doing business as" aliases registered in the company database.

| # | Trademark Holder | → Company | Link | Countries |
|---|---|---|---|---|
| F1 | SIC | EREX Co., Ltd. | subsidiary | IT→JP |
| F2 | JT INTERNATIONAL | Japan Tobacco Inc. | subsidiary | PK→JP |
| F3 | TCF CO. LLC. | Tobacco Concept Factory | direct | IN→PL |
| F4 | JT International SA | Japan Tobacco Inc. | subsidiary | IN→JP |

---

## GROUP G — Uncertain exact match, AI-confirmed (orig conf 0.90, link uncertain)

Exact name match at confidence 0.90 (below the auto-accept threshold), sent to AI review.
Often short names or cross-country cases.

| # | Trademark Holder | → Company | Link | Countries |
|---|---|---|---|---|
| G1 | บริษัท พิชญพิชญ์ 888 จำกัด (Thai co.) | 888 Group, LLC | subsidiary | TH→US |
| G2 | Lexaria Bioscience Corp. | Lexaria Bioscience Corp. | direct | US→CA |
| G3 | TMS | TMS LLC | subsidiary | FR→US |
| G4 | MDM | MDM Group Inc. | subsidiary | FR→US |

---

## GROUP H — AI-rejected pairs (calibration — pipeline flagged these as WRONG)

These were rejected by the AI during review. Included so you can calibrate your own
judgement. Expected verdict: INCORRECT (if you agree with the rejection).

| # | Trademark Holder | → Company | Orig method | Countries |
|---|---|---|---|---|
| H1 | Nguyễn Trung Nam | TRUNG NGUYEN GROUP CORPORATION | fuzzy | XX→VN |
| H2 | Haleon UK IP Ltd. | Haleon group | lei | GB→US |
| H3 | Shandong Baiao Biomedical Co., Ltd. | Adison Biomedical Co. Ltd | fuzzy | CN→TW |
| H4 | M Food Group GmbH | OMG Food Company LLC | fuzzy | DE→US |

---

## Instructions summary

For each pair, return a table with columns: **#**, **Verdict** (CORRECT / INCORRECT /
UNCERTAIN), **Reason** (one line, only if not CORRECT).

Flag any systematic patterns you notice across a group (e.g. "Group B fuzzy matches
look unreliable for cross-industry names").