J.S.Cock · AI Inquiry Demo
Phase 1 · Week-1 demo·For J.S.Cock A/S

From messy email
to structured data.

139 historical inquiries from the J.S.Cock archive, spanning 2025-01-31 to 2026-04-22. The AI layer reads each email, recovers the original customer request from the forwarded chain, and produces a structured JSON ready for the rest of the workflow.

139
Inquiries ingested
125 with quote oracle
139
Extracted to JSON
schema v1 · all valid
3
Languages detected
Norwegian · English · Mixed
18.8k
Catalog SKUs indexed
real product list, not a stand-in
Era split (per brief PDF page 7)
Both eras run through the same pipeline so the demo answers whether old + new writing styles work, not just one.
22
Earlier (<2026)
22 extracted
115
Recent (≥2026)
115 extracted
92%
Reviewer accuracy · 38 inquiries reviewed
825 correct · 58 partial · 42 wrong · 925 field judgements total
The hardest part, end to end

One inquiry, all stages.

The brief asks: "does Kine actually work?" — not just "does the extractor work?". Pick any extracted inquiry below to walk the full pipeline: email arrives → AI extracts → completeness verdict → follow-up draft (if partial) → BC customer lookup/create → catalog match → supplier quote scoring → BC draft quote → write-back to M-Files → human approval prompt. Every artifact is real, persisted to disk.

JT124009 · Heidenreich (complete)JT118202 · Artec Aqua (partial)JT122083 · Nofitech (4 items)
Try a synthetic inquiry

Hand-crafted test emails

Three synthetic fixtures, ingested through the same pipeline as the real archive. Picked to stress different paths — easy/quotable, tricky-but-doable, missing-info — so you can see the agent process inquiries we didn’t cherry-pick.

JT900001
Havsetra Settefisk AS
Forespørsel - 4 stk Wey skyvespjeld DN150
NOcomplete3 items
JT900002
North Sea Engineering Ltd
RFQ - replacement check valves for hydraulic test rig (urgent)
ENcomplete2 items
JT900003
ole@fjordlaks.no
pris ventiler
NOpartial1 item
JT999999
Sebastian Nagel AS
Inquiry: valves for new fish-farm intake project
ENpartial2 items

Synthetic — not counted in the real-data accuracy report.

Completeness verdicts

How extraction sees each inquiry

Every inquiry gets one of three verdicts. Complete inquiries can be quoted directly. Partial inquiries trigger a follow-up draft. Unusable inquiries route to a human.

complete
7
partial
89
unusable
43
Inquiry intent

What the customer is actually asking for

Inferred from the body, not the subject line. Drives downstream routing — application advice goes to a sales engineer, reorders can quote from history.

new inquiry
110
reorder
10
update quote
8
application advice
7
cross reference
4
What you are looking at

10 representative
inquiries, end-to-end.

From the 139 inquiries you provided, I selected 10 spanning early-2025 and recent-2026 — a mix of Norwegian and English, simple SKU lists and free-text application briefs, plus edge cases (missing customer email, attachment-only requests, "see previous order" follow-ups).

Each one shows three columns side by side: the original customer email, the structured JSON the AI produced, and the actual quote (TILBUD) that JS Cock issued — used as a ground-truth reference for what the extraction should have caught.

Browse inquiries →
Featured

Extracted inquiries

JTDateCustomerLangIntentItemsVerdictQuote total
JT1182022025-01-31Artec Aqua AS
knro@artec-aqua.com
NOapplication advice1partial340,353.1 NOK
JT1192842026-04-21PURESALMONTECH
mariann.mustvedt@puresalmontech.com
NOnew inquiry1partial60,824 NOK
JT1196262026-04-22MATEK-SAMSON REGULERING AS
mari-ann@matek.no
NOreorder1partial124,714 NOK
JT1196342025-05-13Equinor Energy AS
mlve@equinor.com
ENnew inquiry0unusable—
JT1210772025-09-11Simco Engineers Ltd
peter.batey@simco-engineers.com
ENnew inquiry2complete—
JT1211572026-04-21Nofitech
hanne@nofitech.com
NOcross reference0unusable524,374.5 NOK
JT1212302025-09-22Simco Engineers Ltd
peter.batey@simco-engineers.com
ENnew inquiry2complete—
JT1215492025-10-15Tung Rør ASNOupdate quote1unusable54,456 NOK
JT1216402025-10-21Servi
tnr@servi.no
NOnew inquiry1partial83,000 NOK
JT1216422025-12-18Aldea Akva
marit@aldeakva.no
NOapplication advice3partial69,855 NOK
JT1218852025-11-06Aker Solutions AS
lars.borsheim@akersolutions.com
NOnew inquiry1partial—
JT1219632025-11-11Equinor
tblik@equinor.com
NOreorder2partial—
JT1220452026-01-21Nofitech
dani@nofitech.com
NOreorder2partial1,164,400 NOK
JT1220832025-11-18Nofitech
hanne@nofitech.com
NOnew inquiry4partial1,167,392 NOK
JT1220912025-11-19Score AS (Aker BP support)
akerbpsupport@score-group.com
NOnew inquiry1complete—
JT1221702025-11-24Equinor ASA
khuse@equinor.com
NOnew inquiry1unusable—
JT1223482025-12-04Providence Doytch LLC
j.kasumbekova@pdlworld.com
ENnew inquiry1complete—
JT1224092025-12-08Equinor Energy AS
ndig@equinor.com
NOnew inquiry0unusable—
JT1224762025-12-12Tolcon
stian@tolcon.no
ENapplication advice2partial726,894.2 NOK
JT1224912025-12-15PTG Kuldeteknisk AS
rol@ptg.no
NOnew inquiry1partial3,320 USD
JT1225012025-12-15Aker BP
scr.valves.ops@akerbp.com
ENnew inquiry0unusable1,382 EUR
JT1225272025-12-16OKEA
anders.glesnes@okea.no
NOapplication advice1partial—
JT1225362025-12-16St1 Biokraft
geir.aspas@st1biokraft.com
NOnew inquiry1unusable6,960 NOK
JT1225792025-12-18Aldeakva
erling@aldeakva.no
NOnew inquiry1partial260,882 NOK
JT1225862025-12-19OKEA
anders.glesnes@okea.no
NOapplication advice1partial—
JT1226232025-12-19Framo Flatøy AS (Alfa Laval owned)
purchase.flatoy@framo.no
NOnew inquiry1partial45,010 NOK
JT1226592026-01-06Framo Fusa AS
ymi@framo.no
NOnew inquiry1partial260,360 NOK
JT1226652026-01-07Schlumberger Norge AS, avd Karmøy
TSteinsland@slb.com
NOnew inquiry1partial77,730 NOK
JT1226742026-01-07Haukeland universitetssjukehus
sveinung.knutsen@helse-bergen.no
NOnew inquiry2partial54,253 NOK
JT1227462026-01-08Renasys
pmh@renasys.com
NOnew inquiry2partial39,560 NOK
JT1227662026-01-13Westcon Yard AS
tomasz.czaja@westcon.no
ENnew inquiry6partial5,070 EUR
JT1228262026-01-15Lystho
jan.inge.kvamme@lystho.no
NOapplication advice2partial221,200 NOK
JT1228272026-01-15Framo Flatøy AS
purchase.flatoy@framo.no
NOnew inquiry0partial2,692 NOK
JT1228372026-01-13Stendal VVS
glenn@stendalvvs.no
NOnew inquiry1partial58,000 NOK
JT1228622026-01-19ContainertechNOnew inquiry1partial470,054.96 NOK
JT1228732026-01-19Air Products AS
havard.simonsen@airproducts.com
NOcross reference1partial14,232 NOK
JT1229002026-01-20Equinor Energy AS
kbni@equinor.com
NOnew inquiry0partial—
JT1229032026-01-20Circle K Terminal Norway AS
Tommy.Eriksen@circlekeurope.com
NOnew inquiry2partial33,400 NOK
JT1229132026-01-20ENWA
Bjorn.Harald.Grimas@enwa.com
NOnew inquiry4partial103,200 NOK
JT1229532026-01-22INEOS Bamble AS
tobias.gjerde@ineos.com
ENreorder1complete149,760 NOK
JT1229612026-01-23—ENcross reference2unusable—
JT1229712026-01-23Nordic Paper
sigve.johansen@nordic-paper.com
NOnew inquiry1unusable57,843 NOK
JT1230172026-01-27Sisterne Drift DANOnew inquiry0unusable668,672 NOK
JT1230282026-01-27Pelagia AS
anders.hodder@pelagia.com
NOnew inquiry1partial116,000 NOK
JT1230322026-01-28Cflow
johannes.bo@cflow.com
NOnew inquiry1partial87,600 NOK
JT1230562026-01-29Aker Solutions AS
kim.johan.aakvik2@akersolutions.com
NOnew inquiry3partial—
JT1230922026-01-30Redox AS
are@redox.no
NOnew inquiry1partial52,578 NOK
JT1231042026-02-01Equinor ASA
orlar@equinor.com
ENnew inquiry0unusable—
JT1231182026-02-03Odfjell Technology
lin-store@odfjelltechnology.com
NOnew inquiry1unusable—
JT1231382026-02-03Spetalsverk
ehansen@spetalsverk.no
NOnew inquiry4partial59,000 NOK
JT1231782026-03-19H.L. Skjøng
erik.k@hlskjong.no
MIXEDnew inquiry1unusable626,801 NOK
JT1231812026-02-02Normatic AS
el@normatic.no
NOnew inquiry1partial0 NOK
JT1232182026-02-09Litus Akva
nicolai@litus-akva.no
NOnew inquiry1partial118,800 NOK
JT1232292026-02-09John Dahle A/S
mh@john-dahle.no
NOreorder3partial3,680 NOK
JT1232332026-02-09Redox AS
are@redox.no
MIXEDnew inquiry6partial46,584.2 NOK
JT1232362026-02-10Redox AS
are@redox.no
MIXEDnew inquiry12partial46,584.2 NOK
JT1232612026-02-11Equinor Energy AS
bfen@equinor.com
NOnew inquiry0unusable—
JT1232682026-02-11Equinor Energy AS
ndig@equinor.com
NOnew inquiry0unusable—
JT1232722026-02-10Nofitech
hanne@nofitech.com
NOupdate quote8partial209,368.32 NOK
JT1232922026-02-12PTG Kuldeteknisk AS
hha@ptg.no
NOnew inquiry0partial45,176 NOK
JT1233232026-03-26ARTEC AQUA VAQ AS
ssa@artec-aqua.com
NOupdate quote0partial—
JT1233352026-02-16Rana Gruber
paul.olsen@ranagruber.no
NOnew inquiry0unusable79,267 NOK
JT1233482026-02-16Equinor ASA
imn@equinor.com
NOnew inquiry0unusable—
JT1233512026-02-17Equinor Energy AS
mim@equinor.com
NOnew inquiry0unusable—
JT1233592026-02-17Endress+Hauser AS
einar.instanes@endress.com
NOnew inquiry1partial16,372 GBP
JT1233672026-02-17TESS Sør AS
GretaKarin.Karlsen@tess.no
NOnew inquiry0unusable366,888 NOK
JT1233892026-02-19—ENnew inquiry2partial—
JT1233972026-02-18Haakon Ellingsen
kvaal@haakonellingsen.no
NOnew inquiry1complete13,900 NOK
JT1234012026-02-18Equinor ASA
bfen@equinor.com
NOnew inquiry0partial—
JT1234022026-02-19Tolcon
stian@tolcon.no
NOnew inquiry1partial16,356 NOK
JT1234512026-02-23Equinor Energy AS
orlar@equinor.com
ENnew inquiry0unusable—
JT1234622026-02-23Kontant Oslo Oddbjørn Wågbø Kontant Oslo
oddbjorn73@gmail.com
NOnew inquiry1partial1,070 NOK
JT1234782026-02-23Heidenreich A/S (fakt.konto)
orjanjoha@hotmail.com
NOnew inquiry1partial151,300 NOK
JT1234842026-02-24Jotun A/S
nikolai.brathaug@jotun.no
NOapplication advice2partial607,298 NOK
JT1235142026-02-25Aker Solutions
helge.peder.eilertsen@akersolutions.com
NOnew inquiry2partial—
JT1235232026-02-26Equinor Energy AS
fih@equinor.com
NOnew inquiry0unusable—
JT1235442026-02-26Equinor ASA
bfen@equinor.com
NOnew inquiry0unusable—
JT1235572026-02-27JTSE Automation AS
automation@jtse.no
NOnew inquiry1partial64,050 NOK
JT1235642026-02-27Cflow
rhina.silden@cflow.com
NOupdate quote2partial82,236 NOK
JT1235702026-03-02Umoe Mandal AS
tha@um.no
NOnew inquiry0unusable117,073 NOK
JT1235782026-03-02Sisterne Drift DA
odd.haugen@sdda.no
NOnew inquiry1partial64,478 NOK
JT1235802026-03-02Haram kommune
Camilla.Waagbo.Nilsen@haram.kommune.no
NOnew inquiry2partial1,900 NOK
JT1235852026-03-02Equinor Energy AS
hnl@equinor.com
NOnew inquiry0partial—
JT1235872026-03-03Kaldbakur AS
andreas@kaldbakur.no
ENnew inquiry0unusable—
JT1235942026-03-25Mento AS Mento AS, avd. Stavanger Mento ASNOnew inquiry1partial16,059 NOK
JT1236102026-03-12—
PKOBRZAK@NOBLECORP.COM
ENnew inquiry0partial—
JT1236162026-03-04SIMONA Stad Pipe
odd-helge.losnegard@simona-group.com
NOnew inquiry2partial1,772,540 NOK
JT1236272026-03-04Redox ASNOnew inquiry1partial5,936 NOK
JT1236342026-03-05Equinor
gm_srm_in_bids@equinor.com
NOnew inquiry0unusable—
JT1236392026-03-05Orkla Foods
ruxandra.dragan@orkla.no
NOnew inquiry1partial6,284 NOK
JT1236462026-03-02Hoseth Technology AS
adrian.holsen@hoseth.com
MIXEDnew inquiry1partial83,200 NOK
JT1236872026-03-09FPE SONTUM AS
anastasija.kellere@fpe.no
NOnew inquiry1partial8,310 NOK
JT1236932026-03-06Equinor Energy AS
lihaa@equinor.com
NOnew inquiry0unusable—
JT1237342026-03-10Equinor Energy AS
mlve@equinor.com
NOnew inquiry0unusable—
JT1237862026-03-13Ahlsell
Joran.skjondal@ahlsell.no
NOnew inquiry1partial39,900 NOK
JT1238032026-03-16Sætren ASNOupdate quote1unusable356,696 NOK
JT1238202026-03-16Aker BP ASA
scrskarv@akerbp.com
ENnew inquiry0unusable4,770 GBP
JT1238472026-03-17Veas
pesa@veas.nu
NOnew inquiry2partial55,590 NOK
JT1238552026-03-16Fuglesangs AS
abl@fuglesangs.no
NOreorder1partial—
JT1238812026-03-18Borregaard Fabrikker/ELIN
pal.isnes@borregaard.com
NOupdate quote1partial26,400 NOK
JT1239192026-03-20Artec Aqua
ssv@artec-aqua.com
NOreorder1partial4,950 NOK
JT1239262026-03-23Biowater Technology
vladimir@biowatertechnology.com
MIXEDnew inquiry1partial6,500 NOK
JT1239312026-03-23Lerøy
innkjop@leroy.no
MIXEDnew inquiry0partial21,495 NOK
JT1239412026-03-24Framo Services AS
purchasing.services@framo.no
NOnew inquiry0partial61,272 NOK
JT1239452026-03-24Østerbø Solutions ASNOnew inquiry0unusable64,836 NOK
JT1239492026-03-24Equinor Energy AS
bu@equinor.com
NOnew inquiry0unusable—
JT1239522026-03-24Cflow
rhina.silden@cflow.com
MIXEDnew inquiry1partial192,368 NOK
JT1239592026-03-25Mento
Trond.Ostensen@mento.no
NOnew inquiry1partial13,890 NOK
JT1239702026-03-25Equinor Energy AS
gm_srm_in_bids@equinor.com
ENnew inquiry0unusable—
JT1240002026-03-26Equinor ASA
gfa@equinor.com
NOnew inquiry0unusable—
JT1240052026-03-26Brødrene Dahl AS
asle.nygard@dahl.no
NOupdate quote1partial13,578 NOK
JT1240092026-03-26Heidenreich
trond.halland@heidenreich.no
NOnew inquiry1complete70,500 NOK
JT1240182026-03-27PTG Kuldeteknisk AS
hha@ptg.no
NOcross reference1partial7,175 NOK
JT1240192026-03-27Brødrene Dahl AS
tom.aunan@dahl.no
NOnew inquiry1partial5,530 NOK
JT1240222026-03-27Equinor Energy AS
bu@equinor.com
NOnew inquiry0unusable—
JT1240282026-04-20Heidenreich A/S (fakt.konto) Heidenreich A/S Heidenreich A/S (fakt.konto)NOnew inquiry0unusable0 NOK
JT1240312026-03-30Esso Norge ASNOreorder1unusable113,612 NOK
JT1240402026-03-30Equinor Energy AS
mlve@equinor.com
NOnew inquiry0unusable—
JT1240502026-03-31VVS Installasjon as
eirik@vvsinstallasjon.no
NOnew inquiry5partial154,419 NOK
JT1240512026-03-31Umoe Mandal AS
oen@um.no
NOnew inquiry1partial9,000 NOK
JT1240662026-04-07Bergen Engines AS
Espen.Loeland@bergenengines.com
NOnew inquiry3partial—
JT1240852026-04-07Equinor Energy AS
hnl@equinor.com
NOnew inquiry0unusable—
JT1240922026-04-08Havforskningsinstituttet Matre
torfinn.aga@hi.no
NOnew inquiry1partial34,040 NOK
JT1240982026-03-30Framo Services AS
mrom@framo.no
NOnew inquiry4partial5,292 NOK
JT1241032026-04-08Equinor Energy AS
kinf@equinor.com
NOnew inquiry0unusable—
JT1241252026-04-09BlueSolutions.noNOreorder1partial13,440 NOK
JT1241322026-04-09Langset Mek AS
espen.langset@langset.no
NOnew inquiry1partial21,900 NOK
JT1241392026-04-08Sjerve vvs
sjervevvs@gmail.com
NOnew inquiry0unusable2,950 NOK
JT1241462026-04-21Krüger Kaldnes ASNOnew inquiry0unusable23,518 NOK
JT1241512026-04-10PG Flow Solutions
kristoffer.tabutiaux@pg-flowsolutions.com
NOupdate quote1partial14,006 NOK
JT1241562026-04-10Equinor Energy AS
tovask@equinor.com
NOnew inquiry0partial—
JT1241722026-04-13BASF AS
Jan.Richard.Marthinsen@basf.com
NOnew inquiry5partial8,375 NOK
JT1242122026-04-15OKEA
leif.kaare.vik@okea.no
NOnew inquiry1unusable—
JT1242202026-04-15Biofish
arildmarkhus@gmail.com
NOnew inquiry0unusable16,842 NOK
JT1242262026-04-15Q-meieriene avd gausdal
jostein.bye@kavli.no
NOreorder1partial—
JT1242402026-04-16Ro Venture
roventure.chief@rostein.com
NOnew inquiry1partial—
JT1242582026-04-17Semco Maritime AS
eirk@semcomaritime.com
NOnew inquiry1partial81,300 NOK
JT1242622026-04-17Drammen kommune
dennis.jesper.tygesen@drammen.kommune.no
NOnew inquiry1partial54,840 NOK
JT1242872026-04-20Endúr Maritime
Kjetil.Silden@endur.no
NOnew inquiry2partial5,447 NOK

The remaining 0 inquiries have been ingested and are ready for batch extraction once the schema is locked.