Agentic AI Chapter 9 of 9

Registered on Monday, answering on Wednesday, acting on Friday.

The first week has one stage a day, in the order chapter 6 gave them. You bring two source systems, one decision your planners make every week and three people for about two hours a day.

WEEK ONE · MONDAY 14 TO FRIDAY 18 SEPTEMBER 2026 · ONE STAGE A DAYMon 14 SepRegister09:10 A. Novak opens readconnections to SAP S/4HANA andOracle Fusion; 23 tables arechosenTue 15 SepMap371 proposals over 412 columns;338 confirmed, 33 adjusted, 41added; version 1 at 10:40Wed 16 SepAsk09:12 L. Tan asks her firstquestion: three systems, 4.2seconds, the query on showThu 17 SepTeachNCNR, the lead time fence andthe strat supplier alias jointhe vocabularyFri 18 SepAct13:30 J. Ridley releases thepolicy as version 3 at A2; sixdrafts by the afternoonshowcase estate · you bring two source systems on the Monday; the estate reaches five in all
The six stages of chapter 6 in calendar order, with the showcase estate’s own hours under each day. Learn starts on the Friday afternoon and runs from then on. Showcase estate, 14 to 18 September 2026.
23
tables registered on the Monday from five systems, read where they live
showcase estate
2 h 10 min
for the Tuesday review of 412 columns, from 08:30 to version 1 at 10:40
showcase estate
4.2 s
for L. Tan’s first question on the Wednesday, across three systems
showcase estate
13:30
on the Friday: rule version 3 released at A2, and six drafts in the queue that afternoon
showcase estate
So far
  1. Use casesYou have seen the twenty use cases and the map.
  2. The PO agentYou have seen the Friday and the Monday in full.
  3. How it worksYou have seen the six stages; the week walks them in order.
Monday 14 September · Register

The data is connected and read where it lives

Stage one of chapter 6, on the calendar: a connection, 23 tables and one project by the Monday afternoon.

09:00
Kick-offTwo systems in scope and one weekly decision: which open purchase order lines can still be cancelled.
09:10
The read connectionsA. Novak, the data lead, opens read connections to SAP S/4HANA and Oracle Fusion, the two ERPs you bring.
09:40
Access and securityS. Iyer, the IT architect, sets up the service account, single sign-on and the role-based access every answer runs under.
11:40
Tables chosenThree more systems join the project: planning suite, warehouse, supplier portal. A. Novak picks 23 tables across the five.
14:00
The project is setRow counts and samples agree with each source. The rows stay in the systems that hold them.

This is stage one of the six you saw in chapter 6, done for real. Registration is a connection and a choice of tables. Juno records the table and column names, their types, their keys and a sample, and the rows are read in place when a question or an agent needs them.

The week asks you for two source systems, and the showcase estate brought its two ERPs. The other three joined the same project the same day, which is why the Wednesday’s answer could read three systems as one.

Tuesday 15 September · Map

Every column is given its meaning, and version 1 is published at 10:40

Juno proposes, your people confirm, and one published version carries the meanings into every answer and every agent.

08:00
Juno proposes371 of the 412 registered columns arrive with a proposed ontology attribute, a confidence and a reason.
08:30
A. Novak opens the queueThe data lead reads the proposals on one screen, highest confidence first.
09:15
D. Okafor joinsThe buyer takes the purchasing columns, among them the cancellation window the Friday’s policy depends on.
09:50
Confirmed and adjustedA. Novak confirms 338 proposals in one action; D. Okafor adjusts 33 whose names hide another meaning.
10:20
Gaps closedThe team adds 41 mappings by hand, among them the supplier portal’s confirmed ship date.
10:40
Version 1 publishedThe mapping becomes version 1. ChatLima and every agent read it from that moment.

This is the review you saw on the mapping screen in chapter 6, and it answers the question chapter 5 left open. The agent treated SAP and Oracle lines as one thing because on this Tuesday a person confirmed that both mean “purchase order line”.

Two hours and ten minutes covered 412 columns because the work is a review of proposals, each with its confidence and its reason. The 33 adjustments mark the columns whose meaning their names hide, and each one is kept as evidence for the next table.

412
columns registered from the 23 tables
showcase estate
371
proposals from Juno, each with a confidence
showcase estate
338
confirmed as proposed, in one action
showcase estate
41
mapped by hand to close the gaps
showcase estate
Wednesday 16 September · Ask

The first question in plain language, with the working shown

The first answer arrives in seconds, and its working is what lets a planner trust it.

09:12
The first questionL. Tan asks which open purchase order lines are still inside their cancellation window this week, and what they are worth.
09:12
The answer, 4.2 seconds later31 lines worth $348,000 at plants 1210 and 1220, the window closing on the Friday; three systems read in place; the terms, the sources and the query on show.
09:30
Follow-upsShe narrows the answer to plant 1210, then asks which suppliers hold the lines; the context carries over.
11:00
The question setThe team writes down 50 questions it asks every week, each with the answer it expects.

The question is the one the desk asks every Monday, and the one chapter 1 opened with. The value in the first answer is the working beside it: the terms, the systems, the mapping version and the query, so L. Tan checks the number and sees where it came from.

On Monday 21 September, after the first week, the same question found the 38 lines worth $412,000 that chapter 5 followed. On this Wednesday it found that week’s lines, 31 worth $348,000, and a planner read three systems as one for the first time.

Recognise the intentopen purchase order lines, a cancellation window, an open value, this week.
Thursday 17 September · Teach

Three people add three terms, and the question set is scored

Three taught terms and 50 scored questions turn accuracy into a number your team can watch.

09:00
NCNRD. Okafor, the buyer, adds NCNR: non-cancellable and non-returnable, a purchasing term.
09:20
The lead time fenceL. Tan, the planner, adds the lead time fence, a planning term the desk uses daily.
09:40
The strat supplier aliasP. Sharma, the master-data steward, adds “strat supplier” as an alias and reviews all three entries.
13:00
The set is scoredTraining ran in the background at 10:30. The 50 questions are scored for correctness, speed and access.
15:00
Corrections savedTwo answers are corrected and saved as verified pairs; the set re-runs in minutes.
Taught termWhat it meansWho added itWhere it applies
NCNRNon-cancellable and non-returnableD. Okafor, buyerPurchase order lines and supplier terms
Lead time fenceThe horizon inside which the plan holds still because supply is committedL. Tan, supply plannerPlanned orders and schedule lines
Strat supplierAn alias for the strategic supplier classP. Sharma, master-data stewardSuppliers and supplier classes

Showcase estate. P. Sharma owns the vocabulary file and reviews all three entries; each carries the person who added it and the date.

These are the three terms of chapter 6, added by the people who use them. Three words changed how a dozen questions were understood, because the words a desk uses rarely match the column names in an ERP. The scored set turns accuracy from an impression into three numbers, and it re-runs after every later change.

Friday 18 September · Act

One policy, from a sentence at 09:00 to a release at 13:30

A sentence becomes a planning table, the table is simulated on last quarter, and a named manager sets the level.

09:00
The sentenceL. Tan states the PO cancellation policy in plain language; the Planner Agent asks one clarifying question.
09:40
Five rows draftedThree checks, one action, one limit, each with the data it reads: version 1.
10:10
Adopt four, edit oneL. Tan adopts four rows and edits one, the excess check, in her own words: version 2.
11:00
Limits and the levelValue threshold $25,000, daily action budget 60, confidence floor 0.80; A2, with D. Okafor as the named approver.
11:30
Simulation on last quarter184 lines matched, worth $1.9M of open value; 31 routed to the buyer; each beside what the desk did at the time.
12:30
The test writeOne purchase order line is changed in the test system of each ERP from the agent’s own account; S. Iyer and J. Ridley read the answer, and write-back is switched on for purchasing.
13:30
Version 3 releasedJ. Ridley publishes the policy as version 3 at A2. The release and its evidence join the audit trail.
15:00
The first runSix drafts reach D. Okafor’s approval queue, each with the conditions it matched and the value it releases.

This is chapter 5 in miniature: the same sentence, the same five rows, the same limits and the same 13:30 release, on the day it happened. The nine settings of chapter 4 are made by the people chapter 4 named: the planner writes the rule, the owner sets the limits, and the manager, J. Ridley, sets the level.

A2 is the level of chapter 3: the agent decides and drafts, and a named person approves each action. The simulation is what lets J. Ridley sign, because last quarter is replayed case by case beside the decisions the desk remembers making.

The running example

At 13:30 on Friday 18 September the showcase estate had one agent running: the PO cancellation agent at A2, on rule version 3, with D. Okafor approving each action. Version 1 was the Planner Agent’s draft, version 2 followed L. Tan’s edit, and version 3 is what J. Ridley released.

On Monday 21 September at 06:00 the same agent ran on the same version and put 29 drafts worth $187,300 in the queue: the Monday chapter 5 followed.

What you bring

Three things make the week work

One decision that repeats every week is worth more in this week than a wide catalogue of tables.

Two source systems

Your main ERP and one more: a second ERP, a planning suite, a warehouse system or a lake.

One weekly decision

A decision your planners or buyers already make every week, with a number attached to it.

Three people, two hours a day

A data lead, a domain owner who knows the fields, and the planner or buyer who decides.

Two more people join at set points. The data lead opens the connections on the Monday and IT sets up access and security behind them; on the Friday the desk manager sets the level and reads the answer to the test write with IT. In the showcase estate the data lead was A. Novak, and the two who joined were J. Ridley and S. Iyer.

The decision matters more than the data volume. A week spent on one decision that repeats every Monday gives you an agent, a scored question set and a number you can hold up. Chapter 8 lists twenty decisions the market is deploying now; one of them is the right Monday for the week.

Friday afternoon

What you hold at the end of the week

Four versioned outputs, each owned by a named person on your side.

All four are yours and all four are versioned. The mapping carries its confirmations and corrections, the question set its expected answers, and the rule its owner, its simulation and its level. Keeping the week to one decision is what makes each of them small enough to check and complete enough to run.

Day 30 and week six

The queue gets better, and the level review of chapter 3 happens for real

Every approval, edit and hold is recorded and used, and the level moves on that record.

DAY 30: WHAT 100 DRAFTS IN THE QUEUE LOOKED LIKEApproved as drafted96 of 100Approved after an edit4 of 100showcase estate · first thirty days · the six-week record is 203 of 212 approved as written, 96%
Of every 100 drafts in the first thirty days, 96 were approved as drafted and 4 after an edit. The six-week record is 203 of 212 approved as written, which is 96%. Showcase estate.

D. Okafor reads drafts faster as the weeks pass, because every edit is recorded and used, the signal chapter 4 described. By day 30 the queue carried mostly lines the desk agreed with.

After six weeks the record is 212 cancellations drafted, 203 approved as written and 9 edited. That is the evidence chapter 3 asked for: the recorded cases pass, J. Ridley approves by name, the escalation route is live, and lines under $25,000 move to A3. Lines of $25,000 and above keep arriving as drafts, because the threshold stays where it is.

Week 6The level review reads the 212 recorded cases, and J. Ridley raises lines under $25,000 to A3.
Month 2The manager report counts approved drafts, edits, overrides and exceptions per 1,000 decisions.
Month 3Buyers kept every line for one allocation-bound supplier, so Juno proposed an exclusion; j.park approved it as rule version 4.
The offer

Three ways to start, each with a fixed scope

The week, the demo and the bake-off each have a scope you can read before you book.

Offer. The scope of each is agreed in writing before day one.

We bring the connectors, the ontology, the use-case design for your decision and someone who has run the week before. You keep everything built in it, and the second week starts on top of what the first one published.

Terms on this page
ProjectA group of registered tables that belong to one piece of work, with its own access.
Mapping versionA published set of column-to-attribute mappings; every answer and every agent names the version it read.
Question setFifty of your own questions with the answers you expect, used to score correctness, speed and access.
Verified pairA question with its corrected answer, saved so that later answers follow it.
Test writeOne watched change to the ERP, acknowledged, before write-back is switched on for an application.
Questions
What do we need ready before the Monday?

A read connection to two systems with a service account, the names of the tables behind your weekly decision, and three people booked for two hours a day. We bring the rest.

Which two systems should we bring?

The ERP that holds the decision and one system that holds the other half of the picture: a planning suite, a warehouse system, a supplier portal or a lake. The join across the two is where the answer lives.

Does anything change in our systems during the week?

The week runs on read access until the Friday. Write-back is switched on per application after a confirmed test write, at the moment you choose, and every write keeps the acknowledgement your ERP returns.

What happens in week two?

A second decision runs the same five stages on top of the tables and the mapping already published, so it takes less time. The first agent keeps running, and its decisions are recorded from the Friday afternoon.

The story closes
The question to take away

Which of the twenty use cases is your Monday?

Answered next

The use cases

Pick the chain, read the use case, and bring it to the first week.

Also read

ChatLima

The conversation on its own: the question, the answer, the working, and the two-week bake-off on fifty of your questions.

In the platform

Where Juno sits among the four capabilities

Each one builds on the one before it.

One shared foundationCatalogLineageAccess policyWrite path

Book the week

You bring two source systems, one weekly decision and three people for two hours a day; you leave with registered data, a confirmed mapping, answers in ChatLima and one agent running at the level you chose.