B

Slack-Based AI Agent Change Management Ledger

4.30

Signal Sources (v8 Triple Source)

Trigger

속보 신임 AI미래기획수석에 조국혁신당 이해민 발탁 - YTN

Market

OpenTag — Slack과 Teams에 상주하는 AI 업무 제품 범위

Workflow

inferred: 고객사에 AI 에이전트를 운영하는 공급사 엔지니어 — 설정·권한·연결 도구가 바뀔 때 고객 승인을 받고 변경내역과 롤백 결과를 기록하는 작업

Problem

Small vendors deploying AI agents into client workflows must obtain separate customer approval whenever prompts, tool permissions, connected APIs, or operating rules change. Change records and incident impacts remain scattered across Slack conversations, making it difficult to prevent recurrence or determine the scope of responsibility.

Solution

The product records agent versions, connected tools, permissions, and reasons for each change, then manages approval, deployment, and rollback through the customer's Slack workspace while generating a change receipt. As change outcomes and incident data accumulate for each customer, vendors can identify safe configuration baselines and risky combinations of changes.

Target: 5개 이상 고객사에 업무용 AI 에이전트를 구축·운영하는 직원 5~30명 규모 공급사 — 고객성공 리드와 운영 엔지니어
Revenue Model: KRW 50,000 per customer workspace per month, plus KRW 300 for each change beyond 100 per month
Ecosystem Role: -
MVP Estimate: 2_weeks

NUMR-V Scores

N Novelty
3.0/5
U Urgency
4.0/5
M Market
4.0/5
R Realizability
5.0/5
V Validation
5.0/5
NUMR-V Scoring System
N Novelty1-5How uncommon the service is in market context.
U Urgency1-5How urgently users need this problem solved now.
M Market1-5Market size and growth potential from proxy indicators.
R Realizability1-5Buildability for a small team with realistic constraints.
V Validation1-5Validation signal quality from competition and demand data.
N=.15 U=.20 M=.15 R=.30 V=.20

Feasibility (81%)

Tech Complexity
40.0/40
Data Availability
21.2/25
MVP Timeline
20.0/20
API Bonus
0.0/15
Feasibility Breakdown
Tech Complexity/ 40Difficulty of core implementation stack.
Data Availability/ 25Practical availability and cost of required data.
MVP Timeline/ 20Expected time to ship a usable MVP.
API Bonus/ 15Bonus for viable public API leverage.

Market Validation (64/100)

Competition
8.0/20
Market Demand
6.2/20
Timing
18.0/20
Revenue Signals
12.0/15
Pick-Axe Fit
13.5/15
Solo Buildability
6.0/10
Validation Breakdown
Competition/ 20Signal quality from competitor landscape.
Market Demand/ 20Demand proxies from search and mention patterns.
Timing/ 20Fit with current shifts in tech, behavior, and regulation.
Revenue Signals/ 15Reference evidence for monetization viability.
Pick-Axe Fit/ 15How well the concept serves participants in a trend.
Solo Buildability/ 10Practicality for lean-team implementation.
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