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

JT123236 · Redox AS

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/JT123236/inquiry.eml

    ok
    From: are@redox.no
    Subject: 101047/101079 - tilbud ventiler
    Body: 2564 chars
    Attachments: image001.png, image458539.gif
    Show full email body
  2. 2

    AI extracts structured JSON

    Step 02

    12 item(s) detected · language=mixed · intent=new_inquiry

    ok
    Mixednew inquiry12 item(s)
    Show extracted JSON
    {
      "language": "mixed",
      "intent": "new_inquiry",
      "customer": {
        "company": "Redox AS",
        "contact_name": "Are Fetveit",
        "contact_email": "are@redox.no",
        "phone": "+4797420545",
        "vat_number": null,
        "address": "Industriveien 24, 6530 Averøy"
      },
      "items": [
        {
          "line_no": 1,
          "quantity": 8,
          "unit": null,
          "product_reference": "Nutork aktuator - Til Reguleringsventiler - TCR-02T",
          "manufacturer": null,
          "manufacturer_part_no": "NUTTCR-M024-002R-002",
          "cross_ref_to": null,
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": "pneumatic",
            "voltage": null,
            "torque_or_flow": null,
            "temperature": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "Redox_art",
                "value": "25-62-612-022"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "voltage",
            "torque_or_flow",
            "temperature"
          ]
        },
        {
          "line_no": 2,
          "quantity": 8,
          "unit": null,
          "product_reference": "Nustad-star-a-2. Cross for actuator and valve 11mm(Star Outside) x 9mm(Square Inside) x 12mm(height)",
          "manufacturer": null,
          "manufacturer_part_no": "NUTADT-STAR-9-11",
          "cross_ref_to": null,
          "specs": {
            "dimension": "11mm (Star) x 9mm (Square) x 12mm (height)",
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": null,
            "voltage": null,
            "torque_or_flow": null,
            "temperature": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "Redox_art",
                "value": "25-73-725-018"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "material_body",
            "pressure_rating",
            "thread_or_connection"
          ]
        },
        {
          "line_no": 3,
          "quantity": 8,
          "unit": null,
          "product_reference": "Ball valve slot 1.2 mm 1/2\" BSP SS 316, PN70 50/50 PTFE, MAX 10NM",
          "manufacturer": null,
          "manufacturer_part_no": "YON-100-SL12-0015",
          "cross_ref_to": null,
          "specs": {
            "dimension": "1/2\"",
            "pressure_rating": "PN70",
            "material_body": "SS316",
            "material_seal": "PTFE",
            "actuation": null,
            "voltage": null,
            "torque_or_flow": "MAX 10NM",
            "temperature": null,
            "thread_or_connection": "BSP",
            "other": [
              {
                "key": "Redox_art",
                "value": "25-71-701-007"
              },
              {
                "key": "slot_size",
                "value": "1.2 mm"
              },
              {
                "key": "seal_configuration",
                "value": "50/50"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "temperature"
          ]
        },
        {
          "line_no": 4,
          "quantity": 2,
          "unit": null,
          "product_reference": "Electric actuator TCR on/off",
          "manufacturer": null,
          "manufacturer_part_no": "QIFTCR-S024-002-0020",
          "cross_ref_to": null,
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": "electric",
            "voltage": null,
            "torque_or_flow": null,
            "temperature": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "Redox_art",
                "value": "25-62-612-023"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "voltage",
            "torque_or_flow",
            "temperature"
          ]
        },
        {
          "line_no": 5,
          "quantity": 2,
          "unit": null,
          "product_reference": "2PC BALL VALVE 1\" BSP THREADED 1200PSI F-BORE SS316/SS316/PTFE F04/F05 SQR11 - VPACKING",
          "manufacturer": null,
          "manufacturer_part_no": "QIF-100-001-0025B",
          "cross_ref_to": null,
          "specs": {
            "dimension": "1\"",
            "pressure_rating": "1200PSI",
            "material_body": "SS316",
            "material_seal": "PTFE",
            "actuation": null,
            "voltage": null,
            "torque_or_flow": null,
            "temperature": null,
            "thread_or_connection": "BSP",
            "other": [
              {
                "key": "Redox_art",
                "value": "25-71-701-002"
              },
              {
                "key": "type",
                "value": "2-piece"
              },
              {
                "key": "bore_type",
                "value": "F-BORE"
              },
              {
                "key": "series",
                "value": "F04/F05"
              },
              {
                "key": "drive",
                "value": "SQR11"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "temperature"
          ]
        },
        {
          "line_no": 6,
          "quantity": 2,
          "unit": null,
          "product_reference": "Reduseringshylse RHS 1409",
          "manufacturer": null,
          "manufacturer_part_no": "REM02700",
          "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": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "Redox_art",
                "value": "25-73-725-023"
              },
              {
                "key": "model",
                "value": "RHS 1409"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "dimension",
            "pressure_rating",
            "material_body",
            "thread_or_connection"
          ]
        },
        {
          "line_no": 7,
          "quantity": 8,
          "unit": null,
          "product_reference": "Nutork aktuator - Til Reguleringsventiler - TCR-02T",
          "manufacturer": null,
          "manufacturer_part_no": "NUTTCR-M024-002R-002",
          "cross_ref_to": null,
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": "pneumatic",
            "voltage": null,
            "torque_or_flow": null,
            "temperature": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "Redox_art",
                "value": "25-62-612-022"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "voltage",
            "torque_or_flow",
            "temperature"
          ]
        },
        {
          "line_no": 8,
          "quantity": 8,
          "unit": null,
          "product_reference": "Nustad-star-a-2. Cross for actuator and valve 11mm(Star Outside) x 9mm(Square Inside) x 12mm(height)",
          "manufacturer": null,
          "manufacturer_part_no": "NUTADT-STAR-9-11",
          "cross_ref_to": null,
          "specs": {
            "dimension": "11mm (Star) x 9mm (Square) x 12mm (height)",
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": null,
            "voltage": null,
            "torque_or_flow": null,
            "temperature": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "Redox_art",
                "value": "25-73-725-018"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "material_body",
            "pressure_rating",
            "thread_or_connection"
          ]
        },
        {
          "line_no": 9,
          "quantity": 8,
          "unit": null,
          "product_reference": "Ball valve slot 1.2 mm 1/2\" BSP SS 316, PN70 50/50 PTFE, MAX 10NM",
          "manufacturer": null,
          "manufacturer_part_no": "YON-100-SL12-0015",
          "cross_ref_to": null,
          "specs": {
            "dimension": "1/2\"",
            "pressure_rating": "PN70",
            "material_body": "SS316",
            "material_seal": "PTFE",
            "actuation": null,
            "voltage": null,
            "torque_or_flow": "MAX 10NM",
            "temperature": null,
            "thread_or_connection": "BSP",
            "other": [
              {
                "key": "Redox_art",
                "value": "25-71-701-007"
              },
              {
                "key": "slot_size",
                "value": "1.2 mm"
              },
              {
                "key": "seal_configuration",
                "value": "50/50"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "temperature"
          ]
        },
        {
          "line_no": 10,
          "quantity": 2,
          "unit": null,
          "product_reference": "Electric actuator TCR on/off",
          "manufacturer": null,
          "manufacturer_part_no": "QIFTCR-S024-002-0020",
          "cross_ref_to": null,
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": "electric",
            "voltage": null,
            "torque_or_flow": null,
            "temperature": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "Redox_art",
                "value": "25-62-612-023"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "voltage",
            "torque_or_flow",
            "temperature"
          ]
        },
        {
          "line_no": 11,
          "quantity": 2,
          "unit": null,
          "product_reference": "2PC BALL VALVE 1\" BSP THREADED 1200PSI F-BORE SS316/SS316/PTFE F04/F05 SQR11 - VPACKING",
          "manufacturer": null,
          "manufacturer_part_no": "QIF-100-001-0025B",
          "cross_ref_to": null,
          "specs": {
            "dimension": "1\"",
            "pressure_rating": "1200PSI",
            "material_body": "SS316",
            "material_seal": "PTFE",
            "actuation": null,
            "voltage": null,
            "torque_or_flow": null,
            "temperature": null,
            "thread_or_connection": "BSP",
            "other": [
              {
                "key": "Redox_art",
                "value": "25-71-701-002"
              },
              {
                "key": "type",
                "value": "2-piece"
              },
              {
                "key": "bore_type",
                "value": "F-BORE"
              },
              {
                "key": "series",
                "value": "F04/F05"
              },
              {
                "key": "drive",
                "value": "SQR11"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "temperature"
          ]
        },
        {
          "line_no": 12,
          "quantity": 2,
          "unit": null,
          "product_reference": "Reduseringshylse RHS 1409",
          "manufacturer": null,
          "manufacturer_part_no": "REM02700",
          "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": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "Redox_art",
                "value": "25-73-725-023"
              },
              {
                "key": "model",
                "value": "RHS 1409"
              }
            ]
          },
          "missing_fields": [
            "manufacturer",
            "dimension",
            "pressure_rating",
            "material_body",
            "thread_or_connection"
          ]
        }
      ],
      "application_context": "gassfordeling (gas distribution)",
      "attachments_referenced": [],
      "delivery": {
        "location": null,
        "deadline": null,
        "incoterms": null
      },
      "previous_reference": {
        "is_update_of": null,
        "notes": "Customer requests two separate quotes (101047 and 101079) with identical line items; indicates both will likely be ordered together. Compatibility confirmation requested: 1\" valve (QIF-100-001-0025B) must fit on actuator (QIFTCR-S024-002-0020) via adapter (REM02700)."
      },
      "completeness": "partial",
      "missing": [
        "delivery_location",
        "delivery_deadline"
      ]
    }
  3. 3

    Completeness verdict: partial

    Step 03

    Missing: delivery_location, delivery_deadline

    ok
    partial
    • delivery_location
    • delivery_deadline
    Rule trace (deterministic)
    Verdict: complete · all items quotable directly
    • item 1: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 2: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 3: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 4: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 5: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 6: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 7: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 8: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 9: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 10: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 11: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
    • item 12: ✓ quotablemanufacturer part-no or cross-ref present (catalog-resolvable)
  4. 4

    AI drafts follow-up email to customer

    Step 04

    Drafted in mixed, awaiting human approval.

    ok
  5. 5

    Customer found in Business Central

    Steps 08 + 09

    BC# C-20036 — Redox AS

    ok
    BC#: C-20036
    Company: Redox AS
    Email: are@redox.no
  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/JT123236).

    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 →