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Diagnostic

CX Systems Diagnostic

Find the source of customer friction across teams, systems, ownership, and handoffs.

Diagnostic

Lifecycle Risk Review

Learn which customer signals matter, who should respond, and what to improve before renewal risk becomes urgent.

Diagnostic

CRM Workflow Audit

Find where CRM workflows, data, automation, and ownership get in the way of customer work.

Free toolsBrowse all six

Free CX and AI Tools

Use six free tools to evaluate AI use cases, map handoffs, sort feedback, review CRM data, and plan service recovery.

Free tool

AI Use Case Stress Test

Identify readiness gaps, ownership questions, failure points, and the smallest useful AI test.

Free tool

CX Handoff Mapper

Map a customer journey across people, teams, and systems to find weak handoffs and missing owners.

Free tool

AI Evaluation Builder

Turn an AI task and its failure modes into a rubric, test cases, reviewer rules, and stop conditions.

Free tool

CRM Data Health Sampler

Review a CSV sample for missing values, duplicates, inconsistent formats, and fields that may not support the workflow.

Free tool

Service Recovery Planner

Turn a customer failure into a recovery plan with clear ownership, timing, communication, and follow-up.

Experience design

AI Customer Experience Design

Design AI experiences with clear roles, trustworthy context, human judgment, safe recovery, and measurable outcomes.

Customer problem

User Adoption Fatigue

Find why people verify, correct, or bypass a workflow, then fix the work before asking for more adoption.

Customer problem

Executive Misalignment

Turn competing priorities into a clear decision, accountable ownership, and a practical operating sequence.

Workflow guide

Salesforce Tracing

Follow customer work through Salesforce records, automation, ownership, handoffs, and outcomes.

Workflow guide

Cross-Functional Handoffs

Find where customer context, ownership, or urgency gets lost between teams and systems.

Workflow guide

Service Escalation Maps

Map the conditions, ownership, authority, context, and response needed before a service issue becomes a failure.

Workflow guide

AI-to-Human Routing

Design routing around clear boundaries, safe pauses, useful context, human authority, and accountable outcomes.

AI tooling

AI Copilot Design

Bring trusted context into real workflows, support better decisions, and keep people accountable for the outcome.

AI tooling

PII Scrubbing for AI Workflows

Reduce unnecessary personal data in AI workflows with clear boundaries, tested transformations, and accountable review.

AI tooling

Prompt Injection Controls

Reduce prompt injection risk with clear trust boundaries, limited permissions, enforceable policy, and adversarial testing.

Start here

Fit Check

Find out whether your customer experience, CRM, or AI initiative is ready for a useful next step.

Contact

Contact Matt Rabah

Share a customer experience, lifecycle risk, CRM workflow, or AI readiness problem and get a direct response.

What must travelSee the context, ownership, authority, action, and return signal a handoff needs.Explore requirements
How to trace the handoffFollow responsibility from the original trigger through acceptance, action, and closure.Explore the path

Handoff path

Follow the handoff from origin to closure.

At each stage, check whether the customer problem and responsibility remain intact.

  1. 01

    Origin

    What event created the need for another team?

    Customer signal, operating condition, prior action, and urgency.

  2. 02

    Transfer

    What context and responsibility moved with the work?

    Required information, named owner, time expectation, and reason.

  3. 03

    Acceptance

    Who acknowledged responsibility for the next decision?

    Receiving role, queue behavior, capacity, authority, and response.

  4. 04

    Action

    What decision or customer response followed?

    Work completed, exception handled, approvals, and system updates.

  5. 05

    Closure

    Did the outcome return to the customer system?

    Resolution, learning, downstream impact, and follow-up owner.

Where handoffs failIdentify repeatable losses of context, ownership, authority, capacity, or closure.Explore failures

Failure patterns

Context gets lost when nobody owns the link.

These patterns separate a one-time communication miss from a repeatable operating failure.

01

Visible everywhere, owned nowhere

Several teams see the issue, but shared responsibility prevents anyone from making the next decision.

02

The activity moved without the story

A task or record reaches the next queue while the customer history, prior judgment, and urgency stay behind.

03

The receiving team must reopen the diagnosis

Missing evidence forces the next team to repeat discovery, ask again, or rebuild the case.

04

Escalation begins after the response window

The right owner is found only after the delay has increased the customer or business impact.

05

The handoff completes but the outcome disappears

The first team can't see what happened, so reporting tracks transfers instead of resolution or learning.

06

Exceptions depend on personal networks

Experienced employees know who to contact, but the formal workflow offers no reliable path for unfamiliar cases.

Evidence and outputs

Compare the formal handoff with the real one.

Combine records and service rules with timestamps, conversations, frontline behavior, exceptions, and customer outcomes.

Evidence sources

Follow the work wherever people actually do it.

  • Customer timelines, case histories, and escalation records
  • Queues, assignments, ownership changes, and transfer timestamps
  • Messages, meetings, spreadsheets, and other coordination outside formal systems
  • Policies, service rules, approval paths, and decision authority
  • Frontline accounts of routine work, exceptions, and recovery
  • Customer, workflow, capacity, quality, and outcome measures

01

Cross-functional link map

A shared view of the teams, systems, decisions, context, and dependencies around the work.

02

Context requirements

The minimum information each receiving role needs to understand the case and decide what comes next.

03

Ownership and authority model

Clear responsibility for accepting, deciding, escalating, resolving, and reviewing each handoff.

04

Handoff repair sequence

A prioritized order for workflow, system, data, role, service rule, and measurement changes.

Fit

Use link mapping when the problem lives between teams.

This work fits when teams agree on the problem but explain its cause from different parts of the system. It needs access to the people and evidence around the work, plus a sponsor who can resolve ownership and decision rights.

Start a fit check