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Wolf Materials Lab

Synthetic workshop scenario

29 Markets · 1102 Locations · 7 Categories
Wolf Materials Lab · Synthetic commercial data · No sign-in · AI and voice simulated by default

Deep analysis: patterns behind the baseline

Article language, variety, supply routes, rhythm — recomputed against the raw data

4872

Synthetic purchase lines

Entirely generated from the documented random seed.

79 %

Matched basket

Matched using the synthetic product key.

414

Offer versions

Three successive versions per offered item.

Missing shared item terminology

How much spend joins to the tender basket?

In the synthetic dataset, 79 % of purchasing volume (26.87 million EUR from 34.01 million EUR) is linked to a shared item key. Other lines simulate local item identifiers.

In the synthetic dataset, 79% of spend maps to a shared article key. Other records simulate local numbering.
Austria
79.2 %
Germany
74.8 %
Sweden
78.9 %
France
77.8 %
Italy
83.9 %
Spain
78.4 %
Portugal
75 %
Switzerland
76.3 %
Poland
77.2 %
Czechia
79.4 %
Slovakia
79.4 %
Hungary
77.1 %
Slovenia
79.9 %
Croatia
85.4 %
Romania
79.6 %
Bulgaria
81.9 %
Serbia
82.4 %
Bosnia and Herzegovina
75.7 %
Albania
74 %
North Macedonia
78.6 %
Montenegro
86 %
Ukraine
76 %
China
76.2 %
Japan
79.6 %
Malaysia
82.7 %
Singapore
77.1 %
Chile
80.5 %
Colombia
81.2 %
Kosovo
78 %
mappable to basket
no shared article key

Variety is manageable

How many articles carry 80% of spend?

The synthetic dataset shows purchasing concentration in a core set of items. Basket size remains an illustrative planning assumption.

The synthetic dataset illustrates spend concentration. Tender basket size is an illustrative planning assumption.
Austria
12 / 21 Items
Germany
12 / 21 Items
Sweden
11 / 21 Items
France
12 / 21 Items
Italy
11 / 21 Items
Spain
13 / 21 Items
Portugal
12 / 21 Items
Switzerland
12 / 21 Items
Poland
11 / 21 Items
Czechia
12 / 21 Items
Slovakia
12 / 21 Items
Hungary
12 / 21 Items
Slovenia
13 / 21 Items
Croatia
12 / 21 Items
Romania
12 / 21 Items
Bulgaria
12 / 21 Items
Serbia
14 / 21 Items
Bosnia and Herzegovina
12 / 21 Items
Albania
13 / 21 Items
North Macedonia
11 / 21 Items
Montenegro
12 / 21 Items
Ukraine
12 / 21 Items
China
12 / 21 Items
Japan
12 / 21 Items
Malaysia
13 / 21 Items
Singapore
13 / 21 Items
Chile
12 / 21 Items
Colombia
13 / 21 Items
Kosovo
13 / 21 Items
Orange: items accounting for 80% of spend. Grey: all other ordered items in the long tail.

Invoice route per Market

Manufacturer entity or distributor, and where the RFI offers direct supply

Synthetic invoice routes illustrate manufacturer and distributor purchasing shares. They support discussion of hypothetical direct-supply options.

Synthetic invoicing routes illustrate manufacturer and distributor shares and hypothetical direct-sourcing options.
Austria
67.2 % direct · 1.26 million EUR
Germany
72.4 % direct · 1.18 million EUR
Sweden
75.7 % direct · 1.14 million EUR
France
69.8 % direct · 1.08 million EUR
Italy
66.8 % direct · 1.29 million EUR
Spain
68 % direct · 1.06 million EUR
Portugal
65 % direct · 1.39 million EUR
Switzerland
72.2 % direct · 1.17 million EUR
Poland
65.3 % direct · 1.21 million EUR
Czechia
69.1 % direct · 1.06 million EUR
Slovakia
68 % direct · 1.2 million EUR
Hungary
67.7 % direct · 1.23 million EUR
Slovenia
72.3 % direct · 1.3 million EUR
Croatia
69.4 % direct · 1.16 million EUR
Romania
58.1 % direct · 1.37 million EUR
Bulgaria
72.5 % direct · 1.08 million EUR
Serbia
68 % direct · 993.8 thousand EUR
Bosnia and Herzegovina
57.6 % direct · 1.16 million EUR
Albania
66.4 % direct · 957.5 thousand EUR
North Macedonia
66.1 % direct · 1.27 million EUR
Montenegro
60.6 % direct · 1 million EUR
Ukraine
65.9 % direct · 1.22 million EUR
China
70.7 % direct · 1.27 million EUR
Japan
65.4 % direct · 1.13 million EUR
Malaysia
73.3 % direct · 1.33 million EUR
Singapore
68.2 % direct · 1.22 million EUR
Chile
62.6 % direct · 1.03 million EUR
Colombia
64.4 % direct · 1.08 million EUR
Kosovo
69.4 % direct · 1.17 million EUR
Invoiced by manufacturer entity
Invoiced by distributor
synthetic routes

Supplier assessment matrix (RFI)

Synthetic offer matrix and illustrative fulfillment scores

Illustrative offer overview: which supplier serves which market and through which route. Solid dot = direct supply offered in the RFI; hollow dot = indirect supply through a distributor or intermediate route; blank = no offer.

Synthetic offer overview: which supplier offers in which market, and via which route. Full dot = direct supply offered in the RFI, hollow dot = indirect via distributor, empty = no offer. Hover any cell for the verbatim RFI answer.
Market3MGlasurit (BASF)FinixaMirkaSATAtesaPPG / NexaWürthKovaxStarcke
ATAustria
DEGermany
SESweden
FRFrance
ITItaly
ESSpain
PTPortugal
CHSwitzerland
PLPoland
CZCzechia
SKSlovakia
HUHungary
SISlovenia
HRCroatia
RORomania
BGBulgaria
RSSerbia
BABosnia and Herzegovina
ALAlbania
MKNorth Macedonia
MEMontenegro
UAUkraine
CNChina
JPJapan
MYMalaysia
SGSingapore
CLChile
COColombia
XKKosovo
Total Markets with Offer24252525252525242525

Supplier fulfilment calculated from RFI responses: catalogue (7 Tender categories), market coverage (29 markets), direct supply and price transparency (21 reference items). Unweighted average; procurement determines the weights.

Fulfillment per supplier, derived mechanically from the RFI returns; the average is unweighted — weighting is a procurement decision, configurable later.
Glasurit (BASF)
Glasurit (BASF) Demo Ltd.
Ø 82 %
Warehouse: Fictional lab distribution
Catalogue
71 %
Market coverage
100 %
Direct supply
86 %
Price transparency
71 %
Synthetic offer includes versioned prices
Performance not validated in real operations
Finixa
Finixa Demo Ltd.
Ø 82 %
Warehouse: Fictional lab distribution
Catalogue
71 %
Market coverage
100 %
Direct supply
86 %
Price transparency
71 %
Synthetic offer includes versioned prices
Performance not validated in real operations
SATA
SATA Demo Ltd.
Ø 82 %
Warehouse: Fictional lab distribution
Catalogue
71 %
Market coverage
100 %
Direct supply
86 %
Price transparency
71 %
Synthetic offer includes versioned prices
Performance not validated in real operations
tesa
tesa Demo Ltd.
Ø 82 %
Warehouse: Fictional lab distribution
Catalogue
71 %
Market coverage
100 %
Direct supply
86 %
Price transparency
71 %
Synthetic offer includes versioned prices
Performance not validated in real operations
Kovax
Kovax Demo Ltd.
Ø 82 %
Warehouse: Fictional lab distribution
Catalogue
71 %
Market coverage
100 %
Direct supply
86 %
Price transparency
71 %
Synthetic offer includes versioned prices
Performance not validated in real operations
Würth
Würth Demo Ltd.
Ø 81 %
Warehouse: Fictional lab distribution
Catalogue
71 %
Market coverage
100 %
Direct supply
83 %
Price transparency
71 %
Synthetic offer includes versioned prices
Performance not validated in real operations
Mirka
Mirka Demo Ltd.
Ø 75 %
Warehouse: Fictional lab distribution
Catalogue
57 %
Market coverage
100 %
Direct supply
86 %
Price transparency
57 %
Synthetic offer includes versioned prices
Performance not validated in real operations
PPG / Nexa
PPG / Nexa Demo Ltd.
Ø 75 %
Warehouse: Fictional lab distribution
Catalogue
57 %
Market coverage
100 %
Direct supply
86 %
Price transparency
57 %
Synthetic offer includes versioned prices
Performance not validated in real operations
Starcke
Starcke Demo Ltd.
Ø 75 %
Warehouse: Fictional lab distribution
Catalogue
57 %
Market coverage
100 %
Direct supply
86 %
Price transparency
57 %
Synthetic offer includes versioned prices
Performance not validated in real operations
3M
3M Demo Ltd.
Ø 74 %
Warehouse: Fictional lab distribution
Catalogue
57 %
Market coverage
100 %
Direct supply
83 %
Price transparency
57 %
Synthetic offer includes versioned prices
Performance not validated in real operations

Ordering pattern

Monthly patterns where markets provide them

Synthetic monthly series show different ordering patterns. Highlighted peaks illustrate potential consolidation windows.

Synthetic monthly series illustrate ordering rhythms and potential consolidation windows.

Austria

Median 160 €k/month
Peak 08/26: ×1.21 of the median

Germany

Median 148 €k/month
Peak 04/26: ×1.17 of the median

Sweden

Median 138 €k/month
Peak 07/26: ×1.23 of the median

France

Median 134 €k/month
Peak 04/26: ×1.22 of the median

Italy

Median 159 €k/month
Peak 01/26: ×1.16 of the median

Spain

Median 130 €k/month
Peak 01/26: ×1.32 of the median

Portugal

Median 171 €k/month
Peak 02/26: ×1.21 of the median

Switzerland

Median 139 €k/month
Peak 04/26: ×1.24 of the median

Poland

Median 158 €k/month
Peak 04/26: ×1.08 of the median

Czechia

Median 132 €k/month
Peak 04/26: ×1.21 of the median

Slovakia

Median 153 €k/month
Peak 06/26: ×1.17 of the median

Hungary

Median 159 €k/month
Peak 08/26: ×1.1 of the median

Slovenia

Median 157 €k/month
Peak 03/26: ×1.22 of the median

Croatia

Median 148 €k/month
Peak 02/26: ×1.11 of the median

Romania

Median 177 €k/month
Peak 05/26: ×1.1 of the median

Bulgaria

Median 133 €k/month
Peak 08/26: ×1.24 of the median

Serbia

Median 123 €k/month
Peak 05/26: ×1.16 of the median

Bosnia and Herzegovina

Median 147 €k/month
Peak 01/26: ×1.17 of the median

Albania

Median 118 €k/month
Peak 03/26: ×1.24 of the median

North Macedonia

Median 154 €k/month
Peak 06/26: ×1.19 of the median

Montenegro

Median 124 €k/month
Peak 06/26: ×1.15 of the median

Ukraine

Median 151 €k/month
Peak 07/26: ×1.34 of the median

China

Median 160 €k/month
Peak 07/26: ×1.07 of the median

Japan

Median 146 €k/month
Peak 06/26: ×1.11 of the median

Malaysia

Median 172 €k/month
Peak 05/26: ×1.15 of the median

Singapore

Median 150 €k/month
Peak 07/26: ×1.18 of the median

Chile

Median 128 €k/month
Peak 07/26: ×1.2 of the median

Colombia

Median 130 €k/month
Peak 07/26: ×1.3 of the median

Kosovo

Median 144 €k/month
Peak 08/26: ×1.2 of the median
Open question to ManufacturerFor 29 demo markets have synthetic monthly series. Missing series illustrate the limits of the analysis.Synthetic monthly series are available for 29 demo markets. Missing time series illustrate analysis limitations.

If-then rules

The patterns as transparent rules, no model needed

IF Invoice price differs from the effective agreement

THEN Check price version and pack unit; document the decision.

Opportunity

IF Item code or agreed price missing

THEN Request human review; do not report savings.

Gap

From report to continuous monitoring

What Lab monitors continuously through tender and contract phase

The baseline is a snapshot. These alert rules are illustrative requirements for a future implementation with live data.

The baseline is a synthetic snapshot. These alert rules illustrate requirements for a future implementation.
AlarmMetric / thresholdData sourceStart
Price varianceNet price per normalized piecesynthetic-invoices.json / offer-versions.json
sofort
Record qualityMissing or conflicting fieldsquality-issues.json
after award

Measurement limits

What this data cannot show, stated openly

Commercial values, supplier relationships and records are synthetic; supplier names are real references.

No real supplier assessment or price recommendation.

Raw-record defects must be checked before aggregation.


Basis: Synthetic data: 4872 lines, 21 items, 10 suppliers. Source: synthetic hackathon dataset. Updated: 18 September 2026