Enterprise Generative Search — Azure and Open Source · View 05 of 41 · People and journeys
The people who ask
Knowledge Worker
9,000 daily, 26 queries a week
Goal — Give me an answer I can paste into a client mail
without opening three documents to check it first.
Core journeys
Ask and act on one answer
180k queries a month
Follow up in the same thread
Open the source that convinced me
Research Analyst
400 seats, regulated work
Goal — Show me every place we said something about this,
including the places that disagree, and let me cite it.
Core journeys
Answer a multi-hop question
9k a month
Compare positions across sources
Export an evidence pack
Field Engineer
1,200 mobile, low bandwidth
Goal — Let me photograph the panel in front of me and get
the right procedure for that exact revision.
Core journeys
Search from a photo
Ask by voice, hands busy
Pin a procedure offline
The people who keep it honest
Knowledge Steward
85 content owners
Goal — Tell me why my document is not being found, in terms
I can act on without raising a ticket.
Core journeys
Diagnose a document that never surfaces
the trust journey
Retire and supersede content
Read my domain coverage report
Search Platform Engineer
6 engineers, on call
Goal — When an answer is wrong, tell me in one trace
whether it was retrieval, ranking, context or the model.
Core journeys
Triage a bad answer from its trace
Ship a retrieval change behind a gate
Rebuild an index without downtime
Security and Compliance Officer
2 named owners
Goal — Prove to an auditor that no answer ever contained a
passage its reader could not have opened.
Core journeys
Replay an answer for an audit
Attest the entitlement path
Review injection and safety events
Machines that act without being asked
Source Connectors
6 sources, delta-driven
Goal — Notice every change in my source within its
freshness class and never lose one silently.
Core journeys
Pull a delta and enqueue it
Reconcile a missed change
Entitlement Sync
60-second target
Goal — Make a permission change true in the index before
the person it affects asks their next question.
Core journeys
Apply an ACL delta
Invalidate affected cache keys
Nightly Evaluation Run
1,400 golden queries
Goal — Fail the build before a regression reaches a person
who is going to trust the answer.
Core journeys
Score retrieval and generation
Block a release on a gate
Re-embed and Compact
model-version driven
Goal — Move the corpus to a new embedding model without a
day where the index answers from two.
Core journeys
Shadow-build a new index
Cut over by alias
Systems that consume answers
CRM Assistant
on-behalf-of the seller
Goal — Ask on my user's behalf and inherit exactly what
they may see, with no access model of my own.
Core journeys
Ask with a delegated token
Render citations inline
Intranet Answer Widget
read-only embed
Goal — Answer the six questions people ask the intranet
every day without a second content pipeline.
Core journeys
Serve a cached common answer
Fall back to a result list
Actors and Their Core Journeys
Person or role
Journey / task
Security / platform
External / third party
Every actor here has a goal in their own words. Three of these journeys are mapped in views 06 to 08; the rest are served by views later in the set.
v 1.0 · owner Data and AI Global Practice
Why the machines have cards
The connectors, the entitlement sync, the nightly evaluation and the re-embedding job each have a goal, a target and a failure path. The entitlement sync in particular has a 60-second goal that is a security control, not a performance one.
The CRM assistant is listed as a consuming system with no entitlements of its own. That single line is the whole security argument for the downstream integration in view 37.
The journeys that got their own map
Ask and act on one answer — the highest volume and the journey a sponsor judges the platform by.
Answer a multi-hop question that has to survive review — where correctness, not speed, is the failure mode.
Diagnose a document that never surfaces — the journey that decides whether stewards trust the platform or blame it.
Deliberately not mapped
The field engineer, the platform engineer and the compliance officer have named journeys but no map. Each is answered by a view later in the set — 28, 34 and 40 respectively — and none surfaced a distinct structural requirement that those views do not already carry.