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

JT123032 · Cflow

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/JT123032/inquiry.eml

    ok
    From: johannes.bo@cflow.com
    Subject: Forespørsel på aktuator
    Body: 4098 chars
    Attachments: image001.gif
    Show full email body
  2. 2

    AI extracts structured JSON

    Step 02

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

    ok
    Norwegiannew inquiry1 item(s)
    Show extracted JSON
    {
      "language": "no",
      "intent": "new_inquiry",
      "customer": {
        "company": "Cflow",
        "contact_name": "Johannes Bø",
        "contact_email": "johannes.bo@cflow.com",
        "phone": "+47 412 35 323",
        "vat_number": null,
        "address": null
      },
      "items": [
        {
          "line_no": 1,
          "quantity": null,
          "unit": null,
          "product_reference": "Aktuator for rotasjon og posisjonering (Actuator for rotation and positioning)",
          "manufacturer": null,
          "manufacturer_part_no": null,
          "cross_ref_to": "HL-20",
          "specs": {
            "dimension": null,
            "pressure_rating": null,
            "material_body": null,
            "material_seal": null,
            "actuation": "electric",
            "voltage": null,
            "torque_or_flow": "800-1000Nm (including safety margin)",
            "temperature": null,
            "thread_or_connection": null,
            "other": [
              {
                "key": "rotation_range",
                "value": "0-350 degrees"
              },
              {
                "key": "signal_type",
                "value": "bus or mA signals (buss eller mA signaler)"
              },
              {
                "key": "speed_requirement",
                "value": "2 minutes for 350 degrees rotation"
              },
              {
                "key": "manual_operation",
                "value": "Manual backup/emergency operation required"
              },
              {
                "key": "mounting",
                "value": "Direct coupling to shaft/flange; customer will adapt to actuator mounting (direkte kobling rett på aksling/flens)"
              }
            ]
          },
          "missing_fields": [
            "quantity",
            "unit",
            "voltage",
            "pressure_rating",
            "material_body",
            "material_seal",
            "dimension"
          ]
        }
      ],
      "application_context": "Drum/shaft rotation and precise positioning application (trommen/aksling som skal roteres og posisjoneres relativt nøyaktig). Exposed to seawater and regular washing (utsettes for sjøvann og vask jevnlig). Speed is not critical.",
      "attachments_referenced": [],
      "delivery": {
        "location": null,
        "deadline": null,
        "incoterms": null
      },
      "previous_reference": {
        "is_update_of": null,
        "notes": "Customer previously purchased HL-20 actuators; seeking similar price range; open to alternative options"
      },
      "completeness": "partial",
      "missing": [
        "quantity",
        "voltage",
        "delivery_location",
        "delivery_deadline",
        "material_specification_for_seawater_environment"
      ]
    }
  3. 3

    Completeness verdict: partial

    Step 03

    Missing: quantity, voltage, delivery_location, delivery_deadline, material_specification_for_seawater_environment

    ok
    partial
    • quantity
    • voltage
    • delivery_location
    • delivery_deadline
    • material_specification_for_seawater_environment
    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 created in Business Central

    Steps 08 + 09

    New BC# C-20035 — Cflow

    ok
    BC#: C-20035
    Company: Cflow
    Email: johannes.bo@cflow.com
  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/JT123032).

    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 →