Customer engagement workspace
Create customer outreach
Maya Torres
Summit Chrysler Jeep · Jordan Lee
OUTREACH SETUP
Customer Journey
What are you trying to accomplish?
Customer & lead information
Customer
Lead source
Vehicle of interest
Customer context
Customer message
Rep note / context
Prefilled from fictional CRM history · Fields are read-only
OUTPUT
Generated Outreach
Simulated model comparison
Regular is the stable Harmonee experience. Beta is where new AI models are tested against the same customer evidence, rules, and validation.
Subject
AutoTrader: About the Wrangler Sahara 4xe
Hi Maya,
You mentioned the Sky One-Touch roof is the feature that matters most to you, and that weekdays after 5 are easiest. Would an evening visit be useful, or is there anything you'd like to know about the Wrangler Sahara 4xe first?
Let me know what would be most helpful.
Jordan
Output passed Harmonee validation
Beta changes the model, not Harmonee.
The customer record
CRM history, organized around what happened
Harmonee reads the available record before it writes. Missing details stay missing.
CRM History
Sep 12- Sep 12 · 10:14 AMLead
AutoTrader lead received for a 2022 Jeep Wrangler Unlimited Sahara 4xe.
- Sep 12 · 10:21 AMOutbound
Jordan sent an initial email and offered to answer questions about the vehicle.
- Sep 12 · 11:03 AMCustomer
“The Sky One-Touch roof is the feature I care about most. Weekdays after 5 are easiest for me.”
- Sep 12 · 11:08 AMRep
Jordan acknowledged Maya's preferences and said he would follow up with next steps.
Status
No appointment confirmation, showroom visit, test drive, price, payment, financing, trade-in, or current availability is recorded.
What Harmonee knows
- The lead came from AutoTrader
- The vehicle of interest is the Wrangler Sahara 4xe
- The Sky One-Touch roof matters to Maya
- Weekdays after 5 are easiest
- No appointment is confirmed
What Harmonee will not assume
- Maya visited the dealership
- Maya test-drove or “loved” the vehicle
- Budget, financing, or trade were discussed
- The vehicle is still available
- An appointment already exists
Missing evidence is treated as unknown, not as permission to guess.
Why this output
Evidence + validation
Evidence mapping
Sky One-Touch roof
Customer message
Sep 12 · 11:03 AM
Weekdays after 5
Customer message
Sep 12 · 11:03 AM
Wrangler Sahara 4xe
Original AutoTrader lead
Sep 12 · 10:14 AM
AutoTrader
Original lead source
Sep 12 · 10:14 AM
Passed checks
- No fabricated visit or test-drive language
- No invented customer reaction
- No unsupported budget, payment, financing, or trade claim
- No unsupported vehicle-availability claim
- No appointment described as already confirmed
- No unsupported continuity language
- Customer-specific preferences are traceable to CRM evidence
- CTA preserves uncertainty instead of inventing the next step
Harmonee checks the output before it reaches the user.
Blocked examples Harmonee would reject
“It was great meeting you.”
Unsupported by the record
“I know you loved the Sky One-Touch roof.”
Unsupported by the record
“Since you test-drove it...”
Unsupported by the record
“Take another look at the Wrangler.”
Unsupported by the record
“The Wrangler is still available.”
Unsupported by the record
“We can get the payment where you need it.”
Unsupported by the record
Simulated model comparison
The model can change. The system stays grounded.
Both models receive the same CRM evidence and must pass the same validation layer. The wording changes; the product behavior does not.
Beta changes the model, not Harmonee.
CRM evidence
Customer and lead history provide the supported facts.
Harmonee rules
Unknown details cannot become customer-facing claims.
Validated output
Every version is checked against the same evidence.
That’s Harmonee.
The goal isn’t to make AI sound smarter. It’s to make customer communication more useful, repeatable, and grounded in evidence.
Built as a public-safe portfolio demonstration of the Harmonee system.