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Implementation scenarios

See how AI workflows should be designed and measured.

These scenarios show the operational detail behind a Brrim rollout: starting point, workflow, safeguards, and metrics. They are illustrative examples—not customer endorsements or claimed results.

Transparency note: Brrim will publish named customer results only with customer permission and evidence that supports the stated outcome.
01 · Home services

Recover after-hours calls without inventing dispatch availability

Starting point

Calls after staffed hours reach voicemail. The next morning, dispatchers replay messages, recollect job details, and call customers who may already have booked elsewhere.

Proposed Brrim workflow

  • Answer and identify service, address, urgency, and preferred timing
  • Escalate configured safety signals
  • Offer only dispatch-system-confirmed appointments
  • Create a complete job and conversation record
  • Trigger approved confirmation and follow-up

Controls that remain visible

No diagnosis, no unsupported arrival promise, no invented price, and immediate handoff for configured risk signals.

Metrics to verify

  • After-hours answer rate
  • Qualified booking rate
  • Dispatch-ready intake
  • Human rework
  • Lost-lead reason
Explore the home services workflow
02 · Dental

Convert new-patient calls while keeping clinical judgment human

Starting point

Front-desk staff handle calls between patient check-in, checkout, payments, and clinical coordination. New-patient details are often incomplete and pain-related questions interrupt routine scheduling.

Proposed Brrim workflow

  • Separate administrative, scheduling, and clinical intent
  • Collect approved new-patient information
  • Offer verified provider, chair, duration, and location availability
  • Escalate pain, trauma, swelling, or post-operative concerns
  • Send confirmation, preparation, and reschedule options

Controls that remain visible

No diagnosis, treatment advice, insurance guarantee, or clinical triage beyond the practice's configured escalation policy.

Metrics to verify

  • New-patient booking
  • Schedule accuracy
  • Urgent handoff time
  • No-show recovery
  • Front-desk interruption
Explore the dental workflow
03 · Law firms

Standardize prospective-client intake without providing legal advice

Starting point

Potential clients call multiple firms and may leave incomplete messages. Intake teams must identify practice area, jurisdiction, parties, dates, and urgency before an attorney can assess fit.

Proposed Brrim workflow

  • Collect contact, general matter, jurisdiction, parties, and caller-stated dates
  • Route by practice area and office
  • Flag configured urgency for trained review
  • Prepare—but do not decide—the conflict-check task
  • Schedule an eligible consultation after firm rules are satisfied

Controls that remain visible

No legal advice, merits assessment, deadline calculation, conflict decision, or representation promise.

Metrics to verify

  • Intake completeness
  • Qualified consultation rate
  • Urgent-review time
  • Correct practice-area routing
  • Non-fit resolution
Explore the law firms workflow
04 · Automotive

Unify sales and service conversations around customer and vehicle context

Starting point

Website, marketplace, phone, text, and OEM leads enter separate queues. Sales and service teams repeatedly ask for information already shared in another channel.

Proposed Brrim workflow

  • Identify sales, service, parts, existing appointment, or general intent
  • Use approved vehicle, inventory, service, and customer context
  • Book the appropriate test drive or service appointment
  • Route by store, advisor, vehicle, skill, and availability
  • Track source, appointment, show, and outcome

Controls that remain visible

No unsupported inventory promise, finance decision, repair diagnosis, or final pricing outside current approved systems and staff authority.

Metrics to verify

  • Speed to useful response
  • Appointment conversion
  • Show rate
  • Duplicate-contact reduction
  • Lead-source attribution
Explore the automotive workflow
Evidence plan

A credible case study begins before launch.

Define the baseline, scope, controls, attribution method, review period, and exclusions before measuring change.

01

Baseline

Measure current answer rate, response time, booking, rework, escalation, and follow-up coverage.

02

Controlled scope

Specify which channels, locations, call types, hours, integrations, and actions are included.

03

Quality review

Sample real conversations for accuracy, policy compliance, customer effort, and human handoff.

04

Outcome attribution

Connect the conversation to appointment, show, proposal, payment, review, or documented loss reason.

Design your own measurable pilot.

Bring a real lead journey and baseline. We’ll define the scope, controls, and evidence required to judge whether Brrim works.

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