J.S.Cock · AI Inquiry Demo
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End-to-end flow

JT122913 · ENWA

One inquiry, all stages. Each box below is the actual artifact persisted by the pipeline — not a mockup. The brief asks: "does Kine actually work?". This page is the answer.

9 stages
  1. 1

    Email arrives in M-Files inbox

    Step 01

    Inquiry stored at .tmp/jscock_mfiles/JT122913/inquiry.eml

    ok
    From: bjorn.harald.grimas@enwa.com
    Subject: RFQ pH måling
    Body: 703 chars
    Attachments: image007.png, image001.png, image002.png, image551137.gif
    Show full email body
  2. 2

    AI extracts structured JSON

    Step 02

    4 item(s) detected · language=no · intent=new_inquiry

    ok
    Norwegiannew inquiry4 item(s)
    Show extracted JSON
    {
      "language": "no",
      "intent": "new_inquiry",
      "customer": {
        "company": "ENWA",
        "contact_name": "Bjørn Harald Grimås",
        "contact_email": "Bjorn.Harald.Grimas@enwa.com",
        "phone": "00 47 92 08 54 54",
        "vat_number": "981 335 961",
        "address": null
      },
      "items": [
        {
          "line_no": 1,
          "quantity": 2,
          "unit": "stk",
          "product_reference": "pH elektrode (pH electrode) SE555X",
          "manufacturer": null,
          "manufacturer_part_no": "SE555X",
          "cross_ref_to": null,
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": null,
            "voltage": null,
            "torque_or_flow": null,
            "temperature": "4–18°C",
            "thread_or_connection": null,
            "other": []
          },
          "missing_fields": [
            "dimension",
            "pressure_rating",
            "material_body",
            "material_seal",
            "thread_or_connection",
            "insertion_length",
            "manufacturer"
          ]
        },
        {
          "line_no": 2,
          "quantity": 2,
          "unit": "stk",
          "product_reference": "pH transmitter Stratos Pro",
          "manufacturer": "Stratos",
          "manufacturer_part_no": "Stratos Pro",
          "cross_ref_to": null,
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": null,
            "voltage": null,
            "torque_or_flow": null,
            "temperature": "4–18°C",
            "thread_or_connection": null,
            "other": []
          },
          "missing_fields": [
            "dimension",
            "pressure_rating",
            "material_body",
            "material_seal",
            "voltage",
            "thread_or_connection"
          ]
        },
        {
          "line_no": 3,
          "quantity": 2,
          "unit": "stk",
          "product_reference": "Sensorhus (sensor housing)",
          "manufacturer": null,
          "manufacturer_part_no": null,
          "cross_ref_to": null,
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": null,
            "voltage": null,
            "torque_or_flow": null,
            "temperature": "4–18°C",
            "thread_or_connection": null,
            "other": []
          },
          "missing_fields": [
            "dimension",
            "pressure_rating",
            "material_body",
            "material_seal",
            "thread_or_connection",
            "insertion_length",
            "manufacturer",
            "model"
          ]
        },
        {
          "line_no": 4,
          "quantity": 2,
          "unit": null,
          "product_reference": "Memosens kabel (Memosens cable)",
          "manufacturer": "Memosens",
          "manufacturer_part_no": null,
          "cross_ref_to": null,
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": null,
            "voltage": null,
            "torque_or_flow": null,
            "temperature": "4–18°C",
            "thread_or_connection": null,
            "other": []
          },
          "missing_fields": [
            "length",
            "unit",
            "pressure_rating",
            "material_body",
            "material_seal",
            "thread_or_connection",
            "connector_type",
            "model"
          ]
        }
      ],
      "application_context": "ATEX Zone 1 classified hazardous area. Media: desalted seawater (RO water). Media temperature: 4–18°C. pH range: 5–10. Customer requires engineering input on connection types and sensor housing insertion lengths based on 3D installation model.",
      "attachments_referenced": [
        "3D modell utklipp (3D model screenshot/excerpt)"
      ],
      "delivery": {
        "location": null,
        "deadline": null,
        "incoterms": null
      },
      "previous_reference": {
        "is_update_of": null,
        "notes": null
      },
      "completeness": "partial",
      "missing": [
        "delivery_location",
        "delivery_deadline",
        "sensor_insertion_lengths",
        "cable_length_and_connector_specifications",
        "connection_type_specifications",
        "3D_model_attachment"
      ]
    }
  3. 3

    Completeness verdict: partial

    Step 03

    Missing: delivery_location, delivery_deadline, sensor_insertion_lengths, cable_length_and_connector_specifications, connection_type_specifications, 3D_model_attachment

    ok
    partial
    • delivery_location
    • delivery_deadline
    • sensor_insertion_lengths
    • cable_length_and_connector_specifications
    • connection_type_specifications
    • 3D_model_attachment
    Rule trace (deterministic)
    Verdict: partial · 2 of 4 items need clarification
    • item 1: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 2: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 3: × needs follow-upno sizing field (need dimension or torque/flow)
    • item 4: × needs follow-upno sizing field (need dimension or torque/flow)
  4. 4

    AI drafts follow-up email to customer

    Step 04

    Drafted in no, awaiting human approval.

    ok
  5. 5

    Customer created in Business Central

    Steps 08 + 09

    New BC# C-20032 — ENWA

    ok
    BC#: C-20032
    Company: ENWA
    Email: Bjorn.Harald.Grimas@enwa.com
    VAT: 981 335 961
  6. 6

    Match items against the J.S.Cock catalog

    Steps 12 + 13

    Top-5 candidates per item via TF-IDF over 18.8k SKUs (see Matches tab on /inquiry/JT122913).

    ok
  7. 7

    Score supplier quotes

    Steps 16 + 17

    No supplier replies received yet — scoring waits for at least one.

    skip
  8. 8

    Draft quote in Business Central

    Steps 10 + 20

    Waiting for the supplier quote to land before drafting.

    skip
  9. 9

    Human approval (sales engineer)

    Step 21

    In production this becomes a real review UI in Week 2-3. Demo: approve / edit / reject from the page.

    pending

Process map: see how this aligns with JS Cock’s diagram →