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

JT124018 · PTG Kuldeteknisk 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/JT124018/inquiry.eml

    ok
    From: hha@ptg.no
    Subject: Forespørsel erstatning for AVA
    Body: 1036 chars
    Attachments: image002.png, image003.png, image004.png, image005.gif, image213761.gif
    Show full email body
  2. 2

    AI extracts structured JSON

    Step 02

    1 item(s) detected · language=no · intent=cross_reference

    ok
    Norwegiancross reference1 item(s)
    Show extracted JSON
    {
      "language": "no",
      "intent": "cross_reference",
      "customer": {
        "company": "PTG Kuldeteknisk AS",
        "contact_name": "Helge Petter Hansen",
        "contact_email": "hha@ptg.no",
        "phone": "+47 905 55 038",
        "vat_number": null,
        "address": "Stakkevollvegen 69B, 9010 Tromsø, Norway"
      },
      "items": [
        {
          "line_no": 1,
          "quantity": null,
          "unit": null,
          "product_reference": "Equivalent of AVA actuator B4006-PHB-22; 400 Nm on/off, 24V AC/DC",
          "manufacturer": null,
          "manufacturer_part_no": null,
          "cross_ref_to": "AVA B4006-PHB-22",
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": "electric",
            "voltage": "24V AC/DC",
            "torque_or_flow": "400 Nm",
            "temperature": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "duty",
                "value": "on/off"
              },
              {
                "key": "device_type",
                "value": "actuator (not a valve)"
              },
              {
                "key": "image_attached",
                "value": "yes"
              }
            ]
          },
          "missing_fields": [
            "quantity",
            "mounting interface (e.g. F07/F10)"
          ]
        }
      ],
      "application_context": "Customer needs an equivalent for an AVA-branded electric actuator (image attached). Marine & Industrial division.",
      "attachments_referenced": [
        "image of AVA actuator"
      ],
      "delivery": {
        "location": null,
        "deadline": null,
        "incoterms": null
      },
      "previous_reference": {
        "is_update_of": null,
        "notes": null
      },
      "completeness": "partial",
      "missing": [
        "quantity",
        "mounting interface",
        "delivery location"
      ]
    }
  3. 3

    Completeness verdict: partial

    Step 03

    Missing: quantity, mounting interface, delivery location

    ok
    partial
    • quantity
    • mounting interface
    • delivery location
    Rule trace (deterministic)
    Verdict: partial · 1 of 1 items need clarification
    • item 1: × needs follow-upno quantity
  4. 4

    AI drafts follow-up email to customer

    Step 04

    Drafted in no, awaiting human approval.

    ok
  5. 5

    Customer found in Business Central

    Steps 08 + 09

    BC# C-20009 — PTG Kuldeteknisk AS

    ok
    BC#: C-20009
    Company: PTG Kuldeteknisk AS
    Email: hha@ptg.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/JT124018).

    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 →