Regional and supply-chain research

Agricultural Machinery Smart Farm Equipment Keyword Candidate Study

Agricultural Machinery Smart Farm Equipment Keyword Candidate Study. A dated 74-record cohort study compares composition, parent sets and evidence coverage. Comparative structure study; archive date 2026-10-16.

Revision and archive snapshot: 2026-10-16

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Research findings

Comparative structure study

The largest recorded reporting jurisdiction, Zhejiang, contains 11 records (14.9% of this 74-record cohort). The remaining cohort contains 63 records. The comparison concerns archive composition.

The recorded industry label Advanced equipment accounts for 70.3% here (52/74), compared with 25.5% in the parent set (4,918/19,297), an absolute gap of 44.8 percentage points.

33/74 companies link to pages with existing source-supported excerpts (44.6% of the cohort). The other 41 records remain usable for archive composition, but do not support new operating case studies.

10 keyword candidates match only a company name, with no matching term in recorded products or sub-industry fields. Product evidence is needed before treating these as operating businesses in this segment.

Company cohortDirectly linked pagesShare of public archiveArchive date
74740.4%2026-10-16

An ID-deduplicated archive snapshot, not the whole market, current recognition or operating results.

Comparable sets and compositional differences

The parent set, All public archive records, contains 19,297 records. This cohort contributes 74 (0.4%); 19,223 records remain after excluding it.

CategoryCohort count/baseReference: All public archive recordsGap (pp)Representation ratioRest count/base
industry · Advanced equipment52/74 · 70.3%4,918/19,297 · 25.5%+44.82.764,866/19,223
chain role · Advanced equipment and industrial automation / Process equipment and inspection instruments41/74 · 55.4%4,085/19,297 · 21.2%+34.22.624,044/19,223
sub-industry · Special-purpose machinery11/74 · 14.9%433/19,297 · 2.2%+12.66.62422/19,223
sub-industry · Construction and heavy machinery10/74 · 13.5%187/19,297 · 1.0%+12.513.94177/19,223
chain role · Food, agriculture and consumer products / Agricultural, consumer and everyday-use end products8/74 · 10.8%239/19,297 · 1.2%+9.68.73231/19,223
industry · Next-generation information technology13/74 · 17.6%5,226/19,297 · 27.1%-9.50.655,213/19,223
sub-industry · Instrumentation and testing equipment8/74 · 10.8%719/19,297 · 3.7%+7.12.90711/19,223
reporting jurisdiction · Chongqing6/74 · 8.1%391/19,297 · 2.0%+6.14.00385/19,223
reporting jurisdiction · Zhejiang11/74 · 14.9%1,840/19,297 · 9.5%+5.31.561,829/19,223
reporting jurisdiction · Shandong7/74 · 9.5%1,217/19,297 · 6.3%+3.21.501,210/19,223

Ratio of label participation, not market share; multi-label counts overlap.

Excluding this cohort, the recorded industry label Advanced equipment covers 4,866/19,223 remaining records (25.3%), an absolute gap of 45.0 percentage points from this cohort.

Concentration and cross-sectional structure

The full reporting jurisdiction distribution has 22 labels; the top 3 contain 28/74 records (37.8%).Other known labels contain 46 records.

For 74 records with known labels, the effective category count is 13.2, versus 22 actual labels. Definitions and scope are in the methodology.

The table shows ten labels; 12 others are included in the calculations above.

Recorded labelRecordsShare of cohort
Zhejiang1114.9%
Jiangsu1013.5%
Shandong79.5%
Chongqing68.1%
Beijing45.4%
Xinjiang45.4%
Hebei45.4%
Shanghai34.1%
Guangxi34.1%
Henan34.1%

Record counts do not rank supply capability or economic size.

The largest intersection, Jiangsu × Advanced equipment, contains 8 records, or 80.0% of the 10 records carrying the Jiangsu label.

reporting jurisdictionindustryIntersection recordsCohort share
JiangsuAdvanced equipment810.8%
ZhejiangAdvanced equipment810.8%
ShandongAdvanced equipment79.5%
XinjiangAdvanced equipment45.4%
ChongqingAdvanced equipment45.4%
BeijingNext-generation information technology34.1%
HebeiAdvanced equipment34.1%
JilinAdvanced equipment22.7%

A cell contains company IDs carrying both labels. It does not establish procurement, supply or investment relationships between firms. Multi-label cells may overlap.

This page displays 8 of the full cross-tab’s 35 non-empty cells; the other 27 remain in the analysis.

Evidence coverage and strength of conclusions

Record fieldNon-empty/cohortCompletion
Company name74/74100.0%
reporting jurisdiction74/74100.0%
industry74/74100.0%
Recorded products74/74100.0%
sub-industry74/74100.0%
Chain labels74/74100.0%

Non-empty fields are not necessarily accurate or supported by originals.

Scope of source supportCount
Profiles with source-supported excerpts33
Distinct corresponding companies33
Reviewed Chinese/English paragraph pairs33

Counts concern existing reviewed bilingual excerpts, not re-certification of originals or entire reports.

Transparent rule reminderRecordsCohort share
Contains registration-narrative wording34.1%
Only generic operations vocabulary remains11.4%

A rule hit prioritises review; it does not establish that the entire field is wrong. One record can trigger several rules.

Matched fieldCandidatesCohort share
Company name1418.9%
Recorded products5168.9%
Sub-industry1824.3%

An ID may match several fields, so counts may exceed the cohort total. Matches establish search relevance only.

Among the translated non-broad query terms, “agricultural machinery” has the most matches: 49/74. Name, product and sub-industry fields match 8, 28 and 15 records respectively; the largest field is product field. Fields can overlap, and a term remains a search link rather than verified business activity.

Selected query termCandidates/shareName matchesProduct fieldSub-industry
agricultural machinery49 · 66.2%82815

Selected broad terms and specific segment terms, not the full query. Terms and fields can overlap and must not be summed. Counts show lexical sensitivity; no records are removed without primary evidence.

11 candidates match only a name, or lose all product-field matches after the full company name is removed while sub-industry also has no hit. This transparent string test locates copied company descriptions; it does not establish that a company does not operate the business.

Intersection with 2026 local lists

17 of this cohort’s 74 records link through existing company-ID mappings to 2026 lists from all jurisdictions (23.0%). This intersection measures list linkage, not successful recognition or company growth.

Observation setList recordsNew-applicant recordsReview recordsMapped company IDs
National list records linked to this cohort’s IDs1701717

List rows and company IDs are separate counts, not new firms or final recognition.

Stored 2026 local-recommendation records, sources and stage definitions

Recorded roles and delivery checks

Agricultural equipment needs production-object checks

The Agricultural machinery and equipment label covers 15 records (20.3% of this cohort). This archive clue raises a verification question about Monitoring, control or agricultural-operation equipment for defined objects; it does not establish that these companies already deliver it.

Delivery framework, stages and original sources

Related studies and shared records

Shared records with Agricultural Equipment Food Processing Keyword Candidate Study: 70; records in this cohort but outside that set: 4. The intersection/union ratio is 76.9%, a measure of label overlap rather than business collaboration. Read comparison

Shared records with Smart Agriculture IoT Equipment Keyword Candidate Study: 9; records in this cohort but outside that set: 65. The intersection/union ratio is 12.2%, a measure of label overlap rather than business collaboration. Read comparison

Company samples and record links

CompanyJurisdictionRecorded industry
XAG Co., Ltd.GuangdongAdvanced equipment
Zhejiang LONG Yard Industry & Trade Co., Ltd.ZhejiangNext-generation information technology
Lu'an Longxing Automotive Parts Co., Ltd.AnhuiNew-energy vehicles
Sinoso Science and Technology Inc.JiangsuNext-generation information technology
Shandong Hongyu Precision Machinery Co., Ltd.ShandongAdvanced equipment
Xinjiang Swan Modernization Agricultural Machinery Equipment Co., Ltd.XinjiangAdvanced equipment
Hunan Jinsong Machinery Co., Ltd.HunanAdvanced equipment
Shanghai Zuoan Xinhui Electronic Technology Co., Ltd.ShanghaiNext-generation information technology

Stable-ID samples, not rankings; metrics use the full cohort.

Directly related profiles and reports

Methodology

Read ID deduplication, comparison, batch and evidence definitions