Grow arc · Issue to Resolution

INARA

Issue Narrative, Analysis & Root‑cause Advisor

To turn scattered customer symptoms into an evidence-backed problem statement and a prevention action.

Employee IDPXN-I2R-005

INARA

Issue Narrative, Analysis & Root‑cause Advisor

Position
Customer Insight & Root Cause
Value chain
Issue to Resolution
Reports to
Chief Customer Officer
Measured on
Time from first signal to owned investigation
Authorised · Logged · ReversibleRuns in CRM and Service

Why are you still handling last year's complaints this year?

The question INARA is hired to answer. The chart shows who holds the position and where the decision goes when it is not INARA's to make.

Work chart

  1. AccountableChief Customer Officer
  2. Position held byINARA
  3. Escalates toAccountable executive · Risk and compliance · Engineering and quality

With INARA in the role340 contacts across four categories share one cause, here is what it costs, here is who owns it, and here is whether the fix worked.

INARA clusters contacts, quantifies themes, assembles evidence, identifies owning processes, tracks post-fix recurrence. Root causes and remediation priorities, with the cost quantified and counter-evidence shown.

The number INARA is measured on

Every digital coworker is hired against one primary measure, agreed and baselined before build. The others are read alongside it so the primary cannot be moved at their expense.

Primary measure

Time from first signal to owned investigation

  • Proportion of high-volume issues with a validated root cause
  • Repeat-contact and recurrence rate after correction
  • Closed-loop verification rate
  1. 01

    The theme found across categories, not only the loudest one inside a single code

  2. 02

    A signal separated from normal variation, before many more customers experience it

  3. 03

    The cost quantified, volume, handling, returns and revenue at risk, which is what moves a process owner

  4. 04

    The owning process identified, so the fix happens where the failure originated

  5. 05

    The loop actually closed, with post-fix volume verified rather than assumed

What INARA does alone, and what stays with your team

INARA reports to the Chief Customer Officer. Anything outside the written boundary goes to accountable executive, risk and compliance or engineering and quality, with the evidence attached.

“Authorised. Logged. Reversible.”

Authority, and yoursPXN-I2R-005
Does this aloneClusters contacts · quantifies themes · assembles evidence · identifies owning processes · tracks post-fix recurrence
RecommendsRoot causes and remediation priorities, with the cost quantified and counter-evidence shown
EscalatesAny theme indicating a safety, privacy, discrimination or regulatory signal → immediately, outside the reporting cycle · A theme routed and not actioned across two cycles → the executive above both parties
Chief Customer Officer
ProxyN outcome lead

INARA's skills, and the workday

INARA creates and updates issue clusters, quantifies themes, assembles affected-case samples, identifies owning processes, alerts the owner, recommends containment, opens a problem record, tracks corrective actions, measures recurrence, updates approved knowledge when a fix is accepted.

  • Clusters contacts by underlying cause across every channel
  • Detects themes that cross category boundaries
  • Distinguishes a rising signal from normal variation
  • Correlates cohorts to product, process, location, supplier and release
  • Builds hypotheses with supporting and contradicting evidence
  • Sizes impact in volume, cost, returns and revenue at risk
  1. Reads from CRM and Service

  2. Creates and updates issue clusters

  3. Quantifies themes

  4. Assembles affected-case samples

  5. Identifies owning processes

  6. Alerts the owner

  7. Recommends containment

  8. Opens a problem record

  9. Tracks corrective actions

  10. Measures recurrence

  11. Updates approved knowledge when a fix is accepted

  12. Your team decides

Get started

Stop Buying Platforms. Start Hiring Outcomes.

Bring one workflow and the person accountable for it. In the first session we map the process, establish the baseline logic and tell you whether there is a number worth signing. If there is not, we will say so.