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Customer Success AI agent · Stakeholder mapping

Stakeholder Mapping AI Agent

Infer a role from the interaction that evidenced it, date what was seen and show who has never appeared at all; the politics of the account stay with a named account director.

Typical delivery
4–6 weeks
Deployment
Your stack
Named director
Evidenced roles
After launch
Agent Care

What this agent does

Infers the role, never decides it

In

  1. 01

    A role is inferred, and the interaction that evidenced it is written down beside it with the date it was seen.

  2. 02

    A contact goes quiet, and the role they held ages on the map rather than standing as though still seen.

Reason

  1. 03

    A title arrives from a directory, and it is recorded as a title, never promoted into a role on its own.

  2. 04

    A decision-maker never appears in an interaction, and the map shows that absence instead of leaving a blank.

  3. 05

    An account runs everything through one person, and the map says so rather than reading it as depth.

Decide

  1. 06

    A champion leaves, and the roles that rested on their interactions are marked for re-evidencing.

  2. 07

    A role is claimed in a CRM note, and it stays a claim until an interaction is found that shows it.

Out

  1. 08

    Two records at one customer look like one person, and the merge is proposed rather than performed.

  2. 09

    Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

Inference, evidencing and ageing belong to the agent. The politics of an account belong to a named account director, who reads the map and decides what to do about it.

Example workflow

One account map, interactions to sign-off

  1. 1Interaction records receivedCalendar invitations, email threads, tickets, call notes and CRM activity
  2. 2People resolved and datedEach person, the interactions they appear in, the day each one happened and the account they sit under
  3. 3Roles inferred from evidenceThe role, the interaction that evidenced it, how recently it was seen and confidence
  4. 4Controls appliedEvidence checks, recency checks, single-thread checks and inference confidence

No human action required

Stages 1 to 4 run unaided, and no role is settled at any of them — the agent is inferring, and the account director lane opens at the evidence gate.

5DecisionSplits at the evidence gate
Role evidenced and recent

Goes to the named account director.

Anything unevidenced

Adds a success-lead read first.

Director review

The map is held with each role, the interaction under it and the day it was last seen.

Accept · Append evidence · Send to success review

Accepted — by the account director

  1. 6CRM and directory records updatedOnly where write access and records policy allow it
  2. 7Outcome evaluatedEvidence coverage, role ageing, director corrections and what review found

Corrections

Each director correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required

8 items

  • Deciding that somebody is a champion.
    • Deciding that somebody is a blocker.
    • Adding a person to the map unevidenced.
    • Judging the politics of an account.

  • Automation boundary

    Agent acts unaided

    • ✓Infer a role from the interactions behind it.
    • ✓Age any role that has not been seen for a while.
    • ✓File the interaction that evidenced each role and the date it was seen.
    • ✓Show which decision-makers have never appeared in an interaction.

    No role is settled except by a named account director, inside the agreed boundaries.

    • Calling an account single-threaded in a review.
    • Telling a customer what role you think they play.
    • Choosing who to route a renewal conversation to.
  • Changes to the map, the roles or the evidence rules.

Example output

One stakeholder role, annotated

This serves an account team who will be asked at renewal who actually decides here; below is one role on the map exactly as the agent leaves it.

Stakeholder map output · single role

Illustrative example
Person
Named contact, one account
Role inferred
Champion, seen twice
Account
Enterprise, one region
Evidence of record
Renewal call, 3 August 2026
Confidence
Held, unconfirmed
Held for
The named account director, by name

As received

Taken from the interactions already on file, and it claims nothing about the person beyond what those show.

What the record holds

  • Renewal call notes
  • Internal case thread
  • Onboarding sessions

Why nothing is settled

Who a champion is at this account is a call the director makes.

What the score decides

Below the configured threshold a role gets a success read before the director sees it.

Action

AcceptAppend evidenceSend to success review

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value lands

Value 01 – 04

Every account map

From the interactions on file

03Evidence

Where the map is used

The relationship intelligence agent owns where a contact came from and what is owed for holding it; this page owns which role a person plays and what interaction evidenced it.

01Approved path

The org chart is a guess

A map built from titles describes the company; a map built from interactions describes the account. Only one of them tells you who actually blocks.

02Human review

What was checked, and not found

No interaction on file shows who signs this renewal: the people who appear are the ones the team already talks to, and that absence is reported rather than filled with the most senior title available.

04

Build an evidence trail

The role, the interaction that evidenced it and the date it was seen stay together.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

  • Calendar and meetings

    • Google Calendar
    • Microsoft 365
    • Attendees and meeting history

  • Email and ticket systems

    • Zendesk
    • Intercom
    • Front
    • Ticket and thread participants

  • CRM and account records

    • Salesforce
    • HubSpot
    • Dynamics
    • Contact records and activity history

Agent

Stakeholder mapping and role evidence

  • Reads the interactions
  • Infers the roles
  • Holds for the director

  • Directories and org data

    • Microsoft Entra ID
    • Workday
    • Titles, teams and reporting structure

  • Observability & evaluation

    • OpenTelemetry
    • Langfuse
    • Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six lenses between the model and the map

Six lenses in one barrel, the last the clearest. What resolves is set out in the map below.

L6 · Outermost — last line of defence

Inward → L1 · closest to the model

L6Rollback / safe modeLeave the role unassigned when evaluation or production signals degrade.Roll back
L5Inference versionsTrack model, prompt and inference rules, and note the version each role was inferred under.Track
L4Evidence trailRecord each role, the interaction under it, the date it was seen and every read of the map.Record
L3Director releaseHold the map for a named account director; the hold governs release, not whether a role is right.Gate
L2Evidence guardrailsTest each role against the interaction it cites, and refuse a role whose evidence cannot be found or has aged out.Restrict
L1Confidence thresholdsRoute a thin or contested inference to a success read before the map reaches an account plan.Require review
Model coreRole inferred — the person, the interaction, the date it was seen and confidence
L1 – L2
Test whether a role may stand
L3
Leaves the account read to a director
L4 – L5
Keep the role and the interaction behind it
L6
Leaves the role unassigned when signals degrade

How Nestack evaluates it

Evaluate the whole inference — not only the role that comes out.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the map an account team works from

  1. E1Final-output evaluationDid each role carry the interaction it was actually inferred from?
  2. E2Step-level evaluationDid the agent read the right account, the right period and the live inference rules?
  3. E3Tool evaluationDid it read and write the correct person and the correct account?
  4. E4Confidence calibrationDo low-confidence roles actually attract more director corrections?
  5. E5Slice evaluationHow does performance change across specific account types?
  6. E6Business outcomeHow many roles needed a correction before the director accepted?

Floor — the interaction a role rests on

Failure modes

Where each failure originates in the agent

Seven failure modes, each sited at the stage that first exposes it.

Agent lifecycle

Direction of processing →

  1. 01 · Retrieval

    1 mode

    • OA-03

      Interactions not read

      A thread the person appears in was never read.

    Stage gathers

    The people, the threads, the dates and the roles

  2. 02 · Reasoning

    2 modes

    • OA-04

      Role inferred from a title

      A title is promoted into a role on its own.

    • OA-06

      Single-threading read as depth

      One person carries the account and it reads strong.

    Stage proposes

    The person, the role and the interaction seen

  3. 03 · Tool / write

    2 modes

    • OA-02

      Thin inference passed forward

      A role moves on without the second read.

    • OA-05

      Two people merged into one

      Two records at one customer become one person.

    Stage writes

    Only where write access and approval policy allow it

  4. 04 · Output

    1 mode

    • OA-01

      Departed contact still mapped

      The map shows a role its holder no longer has.

    Stage returns

    The map an account team plans a renewal on

  5. 05 · Change / Version

    1 mode

    • OA-07

      Silent evidence drift

      A role stays while the evidence under it ages out.

    Stage tracks

    Model, prompt, evidence rules and role dates

  • Sev-1 · a role recorded on no evidence
  • Sev-2 · a stale role reaches an account plan
  • Sev-3 · evidence ages, role held back
See the complete Customer Success failure-mode catalogue

Affected slices

Reorganised accounts hold the stale roles

A role-level evidence figure can read clean while recently reorganised accounts carry most of the roles nobody has seen since. Nestack reports the correction rate by role, not only in total.

Slice performance — reported separately, not only in aggregate

Illustrative example
SliceFailure rateLiftLift vs. thresholdStatus
Recently reorganised accounts7.3%3.7×Review
Single-threaded accounts5.2%2.6×Review
Multi-region buying groups3.2%1.6×Watch
Stable contact sets1.4%0.7×Normal

Bar: correction-rate lift vs. stable-contact-set baseline · scale 0–4.0× · tick marks the 2.0× review threshold

2 of 4 slices over threshold

Evidence-linked improvement

What an unevidenced role costs

A cycle shuts when the role assumed rather than seen is a regression case. That suite is what the next map published is measured against.

Improvement cycle · five stages

Switchback — the path turns at Improve and returns at Learn

  1. 01

    Detect

    Correction rate rises on recently reorganised accounts.

  2. 02

    Diagnose

    The champion who left in March and stayed on the map until November is unpicked until one cause is left standing.

  3. 03

    Improve

    Changes ship numbered, with the maps that drove them filed underneath.

  4. 04

    Verify

    A single red map case is enough to stop the release.

  5. 05

    Learn

    It is retained permanently, and the evidence rules travel with it.

  6. Learn → Detect

    The return edge. The next map is measured against a suite one case longer.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, role inference, evaluation, integration, then production validation and handover.

Workstream

Week 1Week 2Week 3Week 4Week 5Week 6

  1. 01Stakeholder-mapping and automation-boundary work.Week 1
  2. 02Calendar, mailbox, ticket and CRM sources.Week 1, Week 2
  3. 03Role-evidence and interaction-coverage mapping.Week 1, Week 2
  4. 04Interaction-record ingestion.Week 2
  5. 05Person, role and evidence binding.Week 2, Week 3
  6. 06Inference confidence and review routing.Week 3
  7. 07Account-director review workflow.Week 3, Week 4
  8. 08CRM and directory integration.Week 5
  9. 09Role and evidence cases.Week 4, Week 5
  10. 10Guardrails and inference controls.Week 4
  11. 11Role-trail instrumentation.Week 5, Week 6
  12. 12Deployment, documentation and Agent Care handover.Week 6

12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel

Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tierPilotOne account, one mapProductionProduction account workflowAdvancedMultiple accounts / regions
Introduced at Pilot
Role inference to your evidence rules✓✓✓
Named director approval✓✓✓
Account-org baseline✓✓✓
Introduced at Production
Reporting by role—✓✓
Success review workflow in your systems—✓✓
Approved write-back—✓✓
Directory-and-CRM integration—✓✓
Introduced at Advanced
Multi-entity account maps——✓
Multi-stage map approvals——✓
Large contact populations——✓
Multi-region role controls——✓
Build priceFrom $5,000From $8,000Custom quote
Final build price
Confirmed after discovery based on integrations, workflow complexity, stakeholder volume, approval controls and deployment requirements.
Separate from build
Build pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

  1. 01Your live accounts and the people already on each map

    Evidence capture and role-date versioning

    Week 1

  2. 02Representative calendar, mailbox and CRM records

    Interaction binding, inference logic and the map baseline

    Week 2

  3. 03Your renewal calendar and the directors it names

    Evidence rules, role definitions and the automation boundary

    Week 1

  4. 04Access to relevant APIs, feeds or exports

    Calendar, mailbox, ticket and CRM source assessment, then integration setup

    Week 2

  5. 05Maps you would not want tested

    Inference cases and failure-mode testing

    Week 4

  6. 06What no map may certify

    Inference confidence, review routing, guardrails and release controls

    Week 3

  7. 07A named account director who accepts the map

    Release to the named account director, then pilot and production validation

    Weeks 5–6

Nothing else is required

Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

The bars are drawn to the effort behind each one, which puts two of them on the same fifth week.

Phase

W1

W2

W3

W4

W5

W6

  1. DiscoveryW1
  2. BuildW2 – W3
  3. EvaluateW4 – W5
  4. Pilot & LaunchW5 – W6

Week focus

W1Account-mapping discovery, evidence rules and the automation boundary

W2Interaction-source integration and the account-org baseline

W3Inference logic, role ageing and release controls

W4Evaluation suite, inference cases and failure-mode testing

W5CRM and directory integration, pilot maps and targeted corrections

W6One mapping round run under the account director, then Agent Care handover

Reading the band
Each bar covers only the weeks its own work is named for, and week five is shared by design.
At the end of W6
Once the role record validates, Agent Care takes the agent on.
Duration
Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Customer Success AI agent

Build a stakeholder mapping agent around the champion your map still shows.

Show us one account you renew and the map you would work it from today. Not the titles in the CRM. The interactions that showed who blocks, who approves and who carries you internally, each with the day it was seen. A role nobody can evidence comes back as a finding.

Typical delivery
4–6 weeks
Deployment
Your live accounts
Named director
Evidenced roles
After launch
Agent Care available

Nestack Agents · Stakeholder mapping

AGT-CX-10 · Agent Care available after launch

Build a stakeholder mapping agent

Four questions so the call starts from your actual setup — then pick a time that suits you.

About you
Your accounts

No obligation. We’ll map the workflow, name the automation boundary and tell you if an agent is the wrong answer.