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WORKSPACE / NORTHSTAR SUPPORTAnalysis Results
About Build Week workspace
Example output for interface exploration — not generated from this session.Use it to explore evidence, dialect insight, coaching, and reporting without a live API call.
SAMPLE ANALYSIS

Maya delivered a calm, accurate resolution and reduced the customer's frustration.

Maya Hassan · Customer Service · English with a Gulf Arabic expression · Confidence 93%

↓ Download Summary
88OVERALL
◈
2 sensitive values detected · 2 masked before analysisTypes: phone, account number. Automated detection may miss sensitive data.
Greeting94
Needs discovery82
Empathy91
Accuracy88
Objection handling76
Call control86
Closing90
Compliance96
EXECUTIVE SUMMARY

Maya delivered a calm, accurate resolution and reduced the customer's frustration. The strongest moments were her specific empathy and clear next step. The call would improve with complete identity verification and one additional discovery question before discussing billing activity.

☺
CUSTOMER SENTIMENTFrustrated → reassured
⌁
PRIMARY INTENTResolve a duplicate billing charge and prevent recurrence
EVIDENCE-BASED FINDINGS
✓
Strengths

Specific empathy reduced tension: The response connected directly to the customer's stated concern instead of using a generic apology.

“I can see why a duplicate charge would be upsetting.” — Agent, Early call
×
Mistakes

Contact channel was assumed: The agent sent an email without confirming that it was the customer's preferred channel.

“I’ll also send you a confirmation email now.” — Agent, Middle of call
!
Compliance warnings

Account verification was incomplete: Only one account detail was confirmed before billing activity was discussed.

“May I confirm the last four digits of your phone number?” — Agent, Early call
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Missed opportunities

One more discovery question: A question about recent plan or payment changes could have identified the trigger and reduced repeat contact.

“I found both charges.” — Agent, Middle of call
DIALECT AND COMMUNICATION INSIGHT

Gulf Arabic influence in an English-dominant call

Code-switching detected
IMPORTANT EXPRESSIONأبشر، I’ll check that for you.
LITERAL INTERPRETATION

Receive good news / consider it done.

CONTEXTUAL INTERPRETATION

A warm Gulf expression signaling reassurance and immediate willingness to help.

WHY IT MATTERS FOR QA

Used naturally, it can build rapport. The agent should still pair it with a specific action so reassurance does not sound vague.

CRITICAL MOMENTS

Evidence-based call timeline

Open an event to inspect its quote and recommendation
Opening
Professional welcomeAgent · strong moment
＋
“Thank you for calling Northstar Mobile. My name is Maya.”

The agent identifies the organization and herself before inviting the customer to explain.

Early call
Duplicate-charge frustrationCustomer · frustration
＋
“I was charged twice for my monthly plan and I’m really frustrated.”

The customer states both the transactional problem and its emotional impact.

SUGGESTED RESPONSE

I’m sorry this happened. I can see why two charges would be worrying, and I’ll check both with you now.

Early call
Specific acknowledgmentAgent · empathy
＋
“I can see why a duplicate charge would be upsetting.”

The agent names the problem and validates the emotional impact.

Middle of call
Verification gapAgent · compliance risk
＋
“May I confirm the last four digits of your phone number?”

The agent begins verification but does not complete the approved sequence before discussing charges.

SUGGESTED RESPONSE

Before I review the charges, may I also verify your full name on the account?

Closing
Clear contingency pathAgent · successful recovery
＋
“If the pending charge remains after three business days, reply to my email and we’ll reverse it immediately.”

The call closes with a timeframe, channel, and next action.

SAMPLE EVIDENCE REPLAY · NO PLAYABLE AUDIO

Follow the finding back to the exact transcript moment

This is a deterministic sample fixture. Event selection highlights verified transcript evidence; playback and seeking are disabled because no recording is included.

Transcript-only sample
Agent

Thank you for calling Northstar Support. My name is Maya. How can I help?

Customer

I have been charged twice and this is really frustrating. I need this fixed today.

Agent

I found both charges. One looks temporary, so I will review it now.

Agent

I can see why a duplicate charge would be upsetting. I will stay with you while we fix it.

Agent

I am reviewing the charges now. Thank you for waiting.

Agent

The extra charge should clear soon. Thanks for calling.

BETTER PHRASES

Small wording changes, stronger outcomes

Open coaching plan →
AGENT SAID

“One is a temporary authorization and should disappear.”

→
TRY THIS INSTEAD · accuracy

“I found the duplicate amount. One charge is a temporary authorization, and it should clear within three business days. If it does not, I’ll help you reverse it immediately.”

The revised response adds a precise timeframe and clear ownership.
BEFORE AND AFTER

Call reconstruction

Only weak agent responses are rewritten; customer meaning is preserved.