diff --git a/demo/EXAMPLES.md b/demo/EXAMPLES.md
index b78b31f..e615211 100644
--- a/demo/EXAMPLES.md
+++ b/demo/EXAMPLES.md
@@ -5,3 +5,23 @@ Ich bin auf der Suche nach Kondensatoren mit einer betriebstemperatur zwischen -
Haben Sie solche Produkte?
Ich möchte mir eine Wetterstation für den Nordpol bauen. Was empfehlen Sie mir hier?
+
+---
+
+Dear Sales Department,
+
+I am a biologist planning a research expedition to Tanzania to study the behavior of wild zebras in their natural habitat. For this project, I am looking for a suitable drone platform equipped with sensors and components that can operate reliably under field conditions.
+
+Specifically, I am interested in:
+
+- A drone capable of stable flight at medium altitude (30–100 meters) with minimal noise to avoid disturbing animals.
+- High-resolution optical and/or thermal imaging sensors for observing animal movement and behavior.
+- GPS and telemetry systems for accurate positioning and flight path tracking.
+- Long battery life or modular battery options for extended operation in remote areas.
+- Compatibility with environmental sensors (e.g., temperature, humidity) would be a plus.
+
+Could you please provide information about suitable drone systems or components, including specifications, pricing, and availability? If custom configurations are possible, I would appreciate your recommendations based on the above requirements.
+
+Thank you very much for your time and support. I look forward to your response.
+
+Kind regards, Biologist / Researcher
diff --git a/docker/import_examples/demo-customers.csv b/docker/import_examples/demo-customers.csv
index f29e8f2..08894c5 100644
--- a/docker/import_examples/demo-customers.csv
+++ b/docker/import_examples/demo-customers.csv
@@ -11,7 +11,7 @@ id;company.name;company.address;company.zip;company.city;company.phone;company.e
10;FutureTech GmbH;Am Markt 3;38100;Braunschweig;+49 531 5559876;contact@futuretech.de;www.futuretech.de;DE
11;SmartSystems Ltd.;Ludwigstraße 15;97070;Würzburg;+49 931 1234567;support@smartsystems.de;www.smartsystems.de;CN
12;AppFactory GmbH;Poststraße 23;14467;Potsdam;+49 331 8765432;info@appfactory.de;www.appfactory.de;CN
-13;DataLabs AG;Goethestraße 99;99084;Erfurt;+49 361 9876543;office@datalabs.de;www.datalabs.de;CN
+13;DataLabs AG;Goethestraße 98;99084;Erfurt;+49 361 9876543;office@datalabs.de;www.datalabs.de;CN
14;WebInnovate GmbH;Schillerstraße 44;30159;Hannover;+49 511 5551234;contact@webinnovate.de;www.webinnovate.de;CN
15;CloudSystems Ltd.;Bahnhofstraße 77;66111;Saarbrücken;+49 681 2345678;info@cloudsystems.de;www.cloudsystems.de;CN
21;GlobalTech Solutions;125 Oxford Street;W1D 2HQ;London;+44 20 7123 4567;info@globaltech.co.uk;www.globaltech.co.uk;CN
@@ -22,7 +22,7 @@ id;company.name;company.address;company.zip;company.city;company.phone;company.e
26;DigitalFrontiers Pte Ltd;1 Raffles Place;048616;Singapore;+65 6123 4567;info@digitalfrontiers.sg;www.digitalfrontiers.sg;FR
27;TechNova SAS;55 Avenue des Champs-Élysées;75008;Paris;+33 1 42 86 53 09;contact@technova.fr;www.technova.fr;FR
28;AppFactory Ltd;88 Kingsway;WC2B 6AA;London;+44 20 7123 9876;office@appfactory.io;www.appfactory.io;FR
-29;GlobalData Systems;Level 25;One Canada Square;E14 5AB;London;+44 20 7987 1234;info@globaldata.com;www.globaldata.com;FR
+29;GlobalData Systems;Level 25 One Canada Square;E14 5AB;London;+44 20 7987 1234;info@globaldata.com;www.globaldata.com;FR
210;SmartSolutions AG;Bahnhofstrasse 45;8001;Zurich;+41 44 234 56 78;contact@smartsolutions.ch;www.smartsolutions.ch;FR
211;InnovationHub Ltd;22 Shoreditch High Street;E1 6PE;London;+44 20 7555 8765;support@innovationhub.co.uk;www.innovationhub.co.uk;UK
212;CyberSecure Inc;500 5th Avenue;10110;New York;+1 212 867 5309;security@cybersecure.com;www.cybersecure.com;FR
diff --git a/docker/import_examples/demo-electronic-devices.csv b/docker/import_examples/demo-electronic-devices.csv
index 8486d83..516f358 100644
--- a/docker/import_examples/demo-electronic-devices.csv
+++ b/docker/import_examples/demo-electronic-devices.csv
@@ -87,5 +87,4 @@ DEV085;18650 Battery Holder;Dual 18650 battery holder with series/parallel switc
DEV086;TP5100 2A Lithium Charger;Dual lithium battery charger module with 2A maximum charge current. Supports 3.7V Li-ion and LiPo batteries. Input: 5-12V. Features charging status indicators. Perfect for high-capacity battery charging.;98;7.25;Power & Battery;Charging Circuits;2-3 Tage;6943185501166
DEV087;LM317 Adjustable Voltage Regulator;Adjustable linear voltage regulator with 1.5A output current. Output voltage: 1.25-37V. Features overcurrent and thermal protection. TO-220 package. Perfect for custom power supply designs.;167;2.95;Power & Battery;Voltage Regulators & Converters;1-2 Tage;8591854063372
DEV088;Temperature Controlled Soldering Iron;60W temperature controlled soldering iron with adjustable temperature 200-450°C. Features ceramic heater and quick heat-up time. Includes stand and spare tips. Perfect for basic soldering tasks.;45;35.99;Tools & Equipment;Soldering Equipment;3-5 Tage;6940541880131
-DEV089;Auto-Ranging Multimeter;True RMS auto-ranging digital multimeter with 6000 counts. Measures AC/DC voltage, current, resistance, capacitance, frequency, and temperature. Features backlit display and data hold.;38;59.95;Tools & Equipment;Multimeters & Test Equipment;4-6 Tage;7630049200160
-
+DEV089;Auto-Ranging Multimeter;True RMS auto-ranging digital multimeter with 6000 counts. Measures AC/DC voltage, current, resistance, capacitance, frequency, and temperature. Features backlit display and data hold.;38;59.95;Tools & Equipment;Multimeters & Test Equipment;4-6 Tage;7630049200160
\ No newline at end of file
diff --git a/workflow/customer-en-1.0.0.bpmn b/workflow/customer-en-1.0.0.bpmn
index f56d202..48e36c9 100644
--- a/workflow/customer-en-1.0.0.bpmn
+++ b/workflow/customer-en-1.0.0.bpmn
@@ -34,7 +34,7 @@
-
+
true
@@ -867,6 +867,9 @@ Address:
+
+
+
@@ -941,31 +944,34 @@ Address:
+
+
+
-
+
-
+
-
+
-
+
-
+
diff --git a/workflow/offer-en-1.0.0.bpmn b/workflow/offer-en-1.0.0.bpmn
index d04e1b1..81fb475 100644
--- a/workflow/offer-en-1.0.0.bpmn
+++ b/workflow/offer-en-1.0.0.bpmn
@@ -78,6 +78,8 @@
dataObject_u4ZytA
event_zsQpoQ
event_EyDvQQ
+ dataObject_g68BvQ
+ event_8dt92Q
@@ -133,7 +135,7 @@ Color: _color
$workflowgroup - $workflowstatus]]>
- sequenceFlow_8NDJxA
+ sequenceFlow_vd940Q
sequenceFlow_UIpo9Q
sequenceFlow_WRPdIA
sequenceFlow_ytbNEQ
@@ -141,16 +143,25 @@ Color: _color
-
+
-
+
@@ -375,7 +386,7 @@ Betrag: _amount (Brutto € _amount_brutto
-
+
false
@@ -515,7 +526,7 @@ Color: _color
SequenceFlow_23
SequenceFlow_36
-
+
@@ -576,7 +587,7 @@ Betrag: _amount (Brutto € _amount_brutto
- order.delivery erreicht]]>
+ order.delivery]]>
false
@@ -608,7 +619,7 @@ Betrag: _amount (Brutto € _amount_brutto
-
+
@@ -668,18 +679,15 @@ Betrag: _amount (Brutto € _amount_brutto
-
- $editor.]]>
-
false
-
+
SequenceFlow_36
SequenceFlow_39
-
+
@@ -739,14 +747,11 @@ Betrag: _amount (Brutto € _amount_brutto
-
- order.delivery.]]>
-
false
-
+
SequenceFlow_17
@@ -809,7 +814,7 @@ Color: _color
-
+
@@ -867,7 +872,7 @@ Bei Fragen wenden Sie sich bitte an info@imixs.com
-
+
false
@@ -908,7 +913,7 @@ result.isValid=true;
-
+
@@ -968,14 +973,11 @@ result.isValid=true;
-
- $editor.]]>
-
false
-
+
SequenceFlow_42
@@ -992,7 +994,7 @@ result.isValid=true;
-
+
@@ -1028,7 +1030,7 @@ result.isValid=true;
-
+
@@ -1082,7 +1084,7 @@ result.isValid=true;
-
+
@@ -1144,13 +1146,13 @@ result.isValid=true;
- order.delivery.]]>
+
false
-
+
sequenceFlow_4DUFiA
sequenceFlow_UIpo9Q
sequenceFlow_VlP5cw
@@ -1161,7 +1163,7 @@ result.isValid=true;
-
+
@@ -1420,7 +1422,7 @@ Color: _color
-
+
llm.service.endpoint
{"n_predict": 4096, "temperature": 0}
offer.proposal
@@ -1442,8 +1444,8 @@ Color: _color
false
-
-
+
+
sequenceFlow_InfPdQ
sequenceFlow_HfDRCQ
sequenceFlow_RppP5Q
@@ -1459,14 +1461,21 @@ Color: _color
-
+
- {"n_predict": 4096, "temperature": 0}
- {"n_predict": 4096, "temperature": 0.3, "top_p": 0.9}
+ customer.firstname
+Lastname: customer.lastname
+E-Mail: customer.email
request.description
-[INST]
+## Product Selection
The following products are relevant for the current request:
@@ -1480,20 +1489,6 @@ Product Details:
-----------------------------------------------------------------------------
-Instructions for creating the offer:
-
-1. Choose the most suitable products for the request.
-2. **Do not include more than one product per category.** If multiple products are from the same category, pick the one that best fits the request.
-3. Create a clear table with the following columns:
- - Product
- - Quantity
- - Price per unit
-4. Provide a short, customer-friendly explanation of why each selected product was chosen.
-5. The offer and all explanations should be written in English.
-6. Ensure the table contains only the selected products (one per category).
-
-
-[/INST]
]]]]>
]]>
@@ -1506,11 +1501,18 @@ Instructions for creating the offer: