1
00:00:00,000 --> 00:00:03,247
Most organizations do not suffer from a shortage

2
00:00:03,247 --> 00:00:06,495
of AI ideas. They suffer from inconsistent intake.

3
00:00:06,495 --> 00:00:09,742
A use case appears in one department, a

4
00:00:09,742 --> 00:00:12,989
Copilot experiment starts in another, and leadership cannot

5
00:00:12,989 --> 00:00:16,237
quickly see the data sensitivity, action level, source

6
00:00:16,237 --> 00:00:19,484
readiness, owner, or approval path. Governance becomes a

7
00:00:19,484 --> 00:00:22,640
debate instead of an operating process.

8
00:00:22,667 --> 00:00:26,052
The intake begins with six practical fields: use

9
00:00:26,052 --> 00:00:29,438
case, business goal, data sensitivity, action level, source

10
00:00:29,438 --> 00:00:32,824
readiness, and business owner. An answer-only HR policy

11
00:00:32,824 --> 00:00:36,210
assistant with approved sources and a named owner

12
00:00:36,210 --> 00:00:39,595
scores as a reasonable mini-audit candidate. The assistant

13
00:00:39,595 --> 00:00:42,981
does not approve it; it creates a consistent

14
00:00:42,981 --> 00:00:45,817
packet for a human decision.

15
00:00:45,833 --> 00:00:49,521
A customer email drafter introduces customer data, scattered

16
00:00:49,521 --> 00:00:53,208
sources, and an owner who is not fully

17
00:00:53,208 --> 00:00:56,895
confirmed. The recommendation changes from ready candidate to

18
00:00:56,895 --> 00:01:00,583
needs shaping. A mini-audit can clarify sources, approval,

19
00:01:00,583 --> 00:01:04,990
customer-facing boundaries, and ownership before implementation work begins.

20
00:01:04,989 --> 00:01:08,365
Invoice approval automation combines financial transaction data, execution

21
00:01:08,365 --> 00:01:11,741
authority, unclear sources, and no owner. The intake

22
00:01:11,741 --> 00:01:15,117
correctly marks it high risk and recommends deferring

23
00:01:15,117 --> 00:01:18,493
or redesigning. This is a crucial governance outcome:

24
00:01:18,493 --> 00:01:21,869
a disciplined no can prevent a costly prototype

25
00:01:21,869 --> 00:01:25,121
that was never ready to exist.

26
00:01:25,123 --> 00:01:28,182
The operating model names the roles a real

27
00:01:28,182 --> 00:01:31,242
review needs: business sponsor, workflow owner, IT or

28
00:01:31,242 --> 00:01:34,301
security owner, source owner, and approver. It also

29
00:01:34,301 --> 00:01:37,361
distinguishes what the assistant can do from what

30
00:01:37,361 --> 00:01:40,421
leaders must decide. Governance becomes a queue with

31
00:01:40,421 --> 00:01:43,480
ownership and evidence, not a policy document that

32
00:01:43,480 --> 00:01:45,347
sits outside delivery.

33
00:01:45,356 --> 00:01:48,576
Queue examples show the portfolio effect. Some ideas

34
00:01:48,576 --> 00:01:51,796
are ready for a mini-audit, some need source

35
00:01:51,796 --> 00:01:55,016
cleanup, and some should wait. The same intake

36
00:01:55,016 --> 00:01:58,235
language makes proposals comparable and helps scarce technical

37
00:01:58,235 --> 00:02:01,455
and governance capacity move toward narrow, owned, evidence-ready

38
00:02:01,455 --> 00:02:02,980
use cases.

39
00:02:02,989 --> 00:02:06,189
This demonstration uses synthetic use cases and a

40
00:02:06,189 --> 00:02:09,390
lightweight scoring model. It is not legal, compliance,

41
00:02:09,390 --> 00:02:12,590
privacy, or security certification. The value is a

42
00:02:12,590 --> 00:02:15,790
practical governance front door that can be adapted

43
00:02:15,790 --> 00:02:18,990
to company policy and used to select the

44
00:02:18,990 --> 00:02:21,310
next safe, valuable experiment.

45
00:02:21,323 --> 00:02:24,594
For CIOs and operating leaders, the value is

46
00:02:24,594 --> 00:02:27,865
fewer random pilots, earlier risk visibility, clearer ownership,

47
00:02:27,865 --> 00:02:31,136
and a faster path to the use cases

48
00:02:31,136 --> 00:02:34,407
that are actually ready. Governance should reduce waste

49
00:02:34,407 --> 00:02:37,679
and improve delivery quality, not merely add review

50
00:02:37,679 --> 00:02:38,807
meetings.

51
00:02:38,823 --> 00:02:42,695
If AI activity is already happening in pockets,

52
00:02:42,695 --> 00:02:46,567
start with a one-week, three-thousand-five-hundred-dollar AI Governance Intake

53
00:02:46,567 --> 00:02:50,440
Mini-Audit. We score one candidate workflow, inspect source

54
00:02:50,440 --> 00:02:54,312
readiness, define ownership and boundaries, and return a

55
00:02:54,312 --> 00:02:58,185
practical recommendation: proceed, reshape, or defer. Bring one

56
00:02:58,185 --> 00:03:02,057
proposed use case. We will turn it into

57
00:03:02,057 --> 00:03:04,713
a decision-ready governance packet.