where the software lives

How it runs

No new login.

The workflow lives inside the AI your team already uses: your Claude, your ChatGPT, your Gemini. Your admin provisions it like any other workspace tool, under your sign-on, your retention rules, your audit settings.

The chat was never enough on its own. It forgets your business between sessions, and no auditor can follow what it did. So behind it, LightForge runs the backend the chat can't be: the data store, the history, the sign-ons, the dashboards, and the read-only connections to your ERP and your files.

Your people ask for the work where they already work. Every judgment the app makes lands on an audit log your auditor can read, not in a chat history that disappears.

§2The four controls.

Nothing runs without them. Your security reviewer gets a one-pager: where the data lives, which controls are signed, and who owns the 2 a.m. call.

The model never touches the database. It reaches a gated, logged copy, and every judgment call is on the record.

C-01

Verified read-only

Watch it work on a verified copy first; nothing touches production until you say go.

C-02

Audit log on

Show it to your auditor, your insurer, or your board.

C-03

Rollback path

Never one bad commit from a production fire.

C-04

A named owner

Who gets the 2 a.m. call, written down before anything runs.

Book a Working Session →

system one

Every work item is a field of options until context collapses it.

Five work streams. Select a drawing, route an exception, score a plan, lock a dispatch, compose the next touch. Each collapse is one typed judgment, made in milliseconds and logged.

Pick the drawing the quote means

industrial fastener supplier · rfq intake · drawing selection

inputNeed 500× shoulder screws, 1/4-20, stainless, with Certificates of Conformance, ship in 3 weeks.

cap screw · 8-8

hex bolt · zinc

shoulder screw · 316

flat washer

lock washer

hex nut

nylon nut

dowel pin

cotter pin

o-ring

gear blank

spring

fitting

bracket

rivet

stud

material316 SScertificateCofC req’dqty≥ 500

judgment · choice · visual matchsystem one · 41 ms

NSN 5306-01-414-2761 · dwg HW-4812-B87%

MS51957-24 · coated, CofC optional8%

18-8 generic · no CofC on file3%

no match → quote desk2%

outputpart NSN 5306-01-414-2761 · dwg HW-4812-B rev C · vendor Acme Fasteners · conf 0.87

[auto] CofC constraint → 12 drawings eliminated · revision C locked

dwg HW-4812-Brev C

matl 316 SSscale 2:1

qty 500cert CofC

Clear, hold, or reject each exception

industrial distributor · po exception triage

inputPO 44812: unit price +12% vs contract, quantity unchanged, need-by Friday.

44799 ok

44813 ok

44807 qty

44786 price

44812 price ±12%

44815 dup

44791 swap

44801 ok

44775 lead

44819 ok

44770 qty

44822 price

44765 ok

44805 part

44760 ok

44810 price

44755 ok

44816 ok

44750 swap

44808 ok

44745 price

44811 qty

44740 ok

44824 lead

44735 ok

44802 price

44730 ok

44818 ok

44725 qty

44809 ok

contractprice lock ±5%history9 clean POsmateriality>$2,000

judgment · choice · precedent routesystem one · 38 ms

hold · route to buyer62%

approve · notify buyer31%

reject · vendor error7%

outputaction HOLD · buyer M. Reyes · precedent PO-44155 cited · conf 0.62

[auto] precedent applied → same vendor, same clause, cleared last month

Rebalance the line before the shift starts

plant floor · line balancing

inputLine 4, Tuesday: two call-outs, 41 units due, station 6 pending PM.

OT 2h

L4→L6

L5→L1

L3→L4

OT 4h

temp stn 6

L1→L3

L7→L5

L2→L4 · float B

L2→L6

float A

L4→L7

L3→L5

OT 6h

L1→L2

L5→L4

L2→L5

L7→L3

L4→L1

L6→L3

L3→L6

L5→L7

L1→L7

L2→L3

L6→L5

L7→L1

L4→L5

L5→L2

temp stn 2

float C

certifiedstn 6 cert req’dot≤ 2h capdue41 units · tue

judgment · score · plan fitsystem one · 44 ms

move L2→L4 · float B covers stn 682 fit

OT 2h across line · hold float61 fit

temp agency at station 638 fit

outputplan: move L2→L4, float B covers station 6, OT 0h · fit 82

[auto] cert rule → temp plan scored below threshold

Send the tech who fixes it first visit

field service · technician dispatch

inputSite 17: compressor fault code E-214, customer down, parts unknown.

diaz · z4

okafor · z2

ruiz · z7

kim · z1

diaz · z2

patel · z5

ruiz · z3

okafor · z7 · E-2xx

kim · z4

patel · z2

diaz · z1

ruiz · z5

kim · z7

okafor · z4

patel · z3

lee · z2

lee · z5

kim · z2

diaz · z7

patel · z7

ruiz · z2

okafor · z1

lee · z4

diaz · z3

kim · z5

lee · z7

ruiz · z4

patel · z4

okafor · z5

lee · z1

certE-2xx trainedpartskit K-22 on trucketa< 90 min

judgment · choice · hard constraintsystem one · 39 ms

okafor · zone 7 · 35 min out74%

diaz · zone 4 · 80 min out17%

contractor · next-day slotlocked9%

outputdispatch okafor · kit K-22 loaded · ETA 14:35 · conf 0.74

[auto] kit K-22 not on contractor truck → option locked out, not down-weighted

Close the gap between ship and cash

finance ops · order-to-cash

inputInvoice 8841: shipped 08-14, terms net-45, no receipt on file, dunning step 2.

8841 step2

8842 paid

8840 step1

8839 paid

8843 step3

8838 void

8835 step2

8844 new

8836 paid

8845 new

8837 step1

8846 new

8834 paid

8847 step1

8833 paid

8848 new

8832 void

8849 step2

8831 paid

8850 new

8829 step3

8851 step1

8828 paid

8852 new

8827 paid

8853 new

8826 step1

8854 step2

8825 paid

8855 new

termsnet-45receiptnot on filestepdunning 2

judgment · compose · next touchsystem one · 42 ms

gentle reminder · AP lead56%

firm reminder · account mgmt33%

credit hold · next order11%

outputreminder drafted · attention AP lead Cortez · reply-by 10-02 · held for send

[auto] step-2 rule → firm tone gated until reply-by passes

draft · not sentHi Dana — invoice 8841 shipped 08-14 on net-45 and we haven’t seen receipt confirmation. Can you confirm it’s in the queue? We’ll sort anything holding it up today.

01 — 05

panels peek on both sides; drag, use the arrows, or click a panel edge to move. Pauses while you interact.

Domains are running LFW app streams: rfq drawing selection (industrial fastener supplier), po exception triage (industrial distributor), line balancing, field-service dispatch, order-to-cash. Judgment styles shown: choice, score, compose, with hard-constraint lockout where reality has one. Latencies illustrative. Every selection writes one audit line; nothing collapses off the record.

Your admin installs it. We run everything behind it.

Start with a Working Session. We inventory what exists, name the first workflow, and show you exactly where the app will live and what it will touch.