How it works

From scattered evidence
to a qualified next move.

Causant follows dealership work end to end: reconcile the evidence, find what becomes relevant between systems, qualify or suppress the case, support the human decision, and learn from the result.

The whole-dealership model

Existing systems in.
Coordinated action out.

CRM + conversationsDMS, RO + MPIVehicle + lifecycleInventory, parts + capacityPolicy, consent + outcomes
Stage 01TruthWhat happened
Stage 02Process IntelligenceWhat matters now
Stage 03ExecutionWhat happens next
Stage 04Causant LiveHelp in the moment
Stage 05Outcome FeedbackWhat changed

The outcome becomes new evidence. The next cycle starts with a more complete operating picture.

Complex process showcase

The opportunity often exists
between the systems.

Valuable dealership processes are easy to design and hard to execute every day. Choose a process to see what Causant has to reconcile before a case deserves human attention.

Select a process

Flagship / Cross-department

One service visit. Multiple systems. One opportunity no system could see.

A current service visit becomes a possible sales conversation only after Causant reconciles lifecycle, ownership, repair, inventory, conversation, opportunity, outreach, and policy evidence.
Causant positionQualified for human reviewSupported evidence · manager-routed ownership

Evidence Causant reconciles

  • Current service visit + RO context
  • Vehicle age, mileage + ownership confidence
  • Repair and MPI recommendations
  • Lifecycle or approximate equity position where supported
  • Prior sales interest + conversations
  • Active or stale CRM opportunities
  • Current relevant inventory where available
  • Outreach, complaints + suppressions
Trigger

A customer arrives for service.

No source is necessarily wrong. The possible opportunity emerges from the relationship among the visit, vehicle, customer, history, inventory, and dealership policy.

Process Intelligence

Is a sales conversation appropriate now?

Causant weighs lifecycle fit, repair context, prior interest, current opportunity state, relevant inventory, previous outreach, and ownership before surfacing the case.

Boundaries

Know when not to surface it.

Wait or suppress when identity or ownership is uncertain, a complaint or consent rule applies, no real inventory fit exists, or the evidence does not support a useful conversation.

Execution

Route a human-reviewed next step.

Assign the case to the appropriate advisor, salesperson, BDC employee, or manager with the reason, evidence, open questions, and dealership policy attached.

Causant Live

Bring the why into the active moment.

Causant Live shows what caused the case to surface, which facts support it, what remains uncertain, and what the employee should inspect before acting.

Manager Context

Keep judgment and ownership visible.

The manager can review qualification, resolve cross-department ownership, adjust policy, or decline the opportunity without turning the process into an undifferentiated list.

Outcome Feedback

The disposition becomes new evidence.

A manager decline, customer response, appointment, sale, service-only outcome, ownership correction, or stop decision returns to Truth and changes what should happen next.

Next recheck

The process stays accountable over time.

If the first moment closes or the evidence is incomplete, Causant preserves the state and rechecks later service, lifecycle, inventory, and outcome evidence under dealership policy.

Operational persistence

Causant keeps re-evaluating eligibility under dealership policy, preserves evidence and suppressions, and returns work to people only when the case becomes actionable.

Five connected stages

See. Understand.
Act. Assist. Learn.

  1. 01

    Truth

    Reconcile approved CRM, DMS, service, conversation, vehicle, inventory, task, policy, and outcome evidence into one traceable operating picture.

  2. 02

    Process Intelligence

    Determine when a cross-system opportunity, risk, or obligation is relevant—and when evidence or dealership policy says it should wait or exit.

  3. 03

    Execution

    Route qualified work and its evidence to the employee who owns it; escalate only the decision, exception, or coaching moment that needs a manager.

  4. 04

    Causant Live

    Recognize the active customer or opportunity and bring the relevant evidence, confidence, questions, and next-best action into the employee’s workflow.

  5. 05

    Outcome Feedback

    Observe the available disposition, contact, appointment, sale, service, completion, or stop outcome—and return it to Truth for the next review.

Familiar baseline

One internet lead.
Eight familiar moments.

This simpler workflow shows the same operating discipline in a recognizable case: a customer commitment, a CRM conflict, employee action, manager context, and measured outcome.

  1. 01

    An internet lead arrives

    The opportunity enters the CRM with its source, owner, timestamp, vehicle interest, and the dealership’s expected fresh-lead process.

  2. 02

    The customer makes a commitment

    In a recorded conversation, the customer agrees to visit Saturday at 10:30. That conversation is evidence of an appointment commitment.

  3. 03

    The systems disagree

    The CRM says contacted, but no appointment exists. The confirmation task is missing, and later activity does not match the stated disposition.

  4. 04

    Causant reconstructs the sequence

    Causant compares the conversation, CRM timeline, appointment record, tasks, disposition, ownership, and timing without hiding missing evidence.

  5. 05

    Causant found the conflict

    The employee sees the commitment, the conflicting CRM state, the source citations, confidence level, and anything still uncertain.

  6. 06

    Causant Live supports the next move

    In the active opportunity, the employee can Ask Causant, inspect the evidence, and review the next-best action or draft—without uncontrolled send or writeback authority.

  7. 07

    The manager sees the exception

    If ownership, urgency, repeated leakage, or uncertainty requires judgment, the manager receives the exception and coaching context—not another undifferentiated report.

  8. 08

    The outcome updates Truth

    Causant observes whether the appointment was created, confirmed, shown, missed, or recovered and connects that result to the original issue and action.

How it fits

Alongside the systems.
Inside the workflow.

Causant uses approved evidence from the dealership tools already doing the recording, then returns useful context to the employee or manager doing the work.

01 / Connect

Use the evidence already produced.

Bring together approved CRM records, tasks, calls, texts, emails, appointments, DMS or repair-order outcomes, and source data.

02 / Reconcile

Compare status with the actual sequence.

Resolve differences across systems while preserving source lineage, conflicts, missing context, and uncertainty.

03 / Deliver

Put evidence where action happens.

Return prioritized employee work, manager exceptions, and Causant Live guidance to the appropriate approved workflow.

04 / Observe

Connect the result back.

Use the next contact, appointment, show, sale, service, task, or workflow outcome to update the next operating picture.

Operating discipline

Useful guidance without
false certainty.

The loop is trustworthy only when employees can see the evidence, confidence, uncertainty, and authority behind it.

01

Cite the source

Keep each important finding connected to the record, conversation, task, sequence, or outcome that supports it.

02

Show confidence and uncertainty

Distinguish observed facts, supported interpretation, system conflicts, and evidence that is still missing.

03

Know when to ask or abstain

Ask for human review or withhold guidance when the active customer, evidence, or approved action is unclear.

04

Bound execution

Support approved workflows without implying unrestricted send, dial, schedule, writeback, or autonomous control.

Put the loop in dealership context

See what Causant found.
Then inspect why.