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Thu 11:22

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Corvana · AI Agent Evaluation
Overview
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22nd Oct
2 Attendees

Meeting Highlights

  • Daniel walked through Corvana's support setup, including ticket volume, launch spikes, and current first response times.
  • The team reviewed sandbox results, where Quellio resolved 62% of 500 real Corvana tickets without a human.
  • A billing dispute ticket was used to demo human handoff with full conversation context.
  • Pricing was walked through at $0.90 per resolved conversation, landing at about $10.8K a month.
  • Both sides agreed in principle on a pilot covering 25% of tickets, targeting Dec 1.

Questions & Decisions

  • Daniel asked how Quellio prevents made-up answers for customers.
  • Answers are drawn only from Corvana's help center and past tickets, with low-confidence tickets sent to a human.
  • Daniel asked whether customer data is used to train models; it is not, and data stays in Corvana's region.
  • Daniel asked how long setup takes; the team confirmed about two weeks from connection to pilot.
  • The pilot will start only after IT's security review with Maya.
  • CFO Sarah Lin will join the next call before final approval.

Feedback & Insights

  • Daniel said first response time is the metric his team is measured on.
  • Zendesk AI is still in evaluation because it comes bundled with Corvana's helpdesk.
  • Daniel asked for a written side-by-side with Zendesk AI to share internally.
  • IT will review data retention and the SOC 2 Type II report before the pilot.

Next Steps

  • Aditi: Send SOC 2 report and Zendesk AI comparison by Friday
  • Daniel: Book security review with Maya next week
  • Daniel: Set up next call with CFO Sarah Lin
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01Pre Call
Todays Schedule
Corvana - AI Agent Evaluation3:00 PM – 3:45 PM

Lead with the 62% sandbox result, the support backlog Daniel raised last call, and how Quellio compares with Zendesk AI.

Larkmont Health - Renewal Check-in4:30 PM – 5:00 PM

Lead with the 18% rise in AI resolution, close the two open escalations, then raise the upsell.

Northvale Logistics - Discovery Call5:30 PM – 6:00 PM

Lead with their current ticket volume, response-time goals, and who owns support tooling decisions.

Morning Digest

Your meetings, open loops, and priorities in one brief.

Corvana — AI Agent Evaluation3:00 PM – 3:45 PM

Where things stand: Corvana is evaluating Quellio to clear its support backlog. Daniel owns the evaluation, but final approval sits with CFO Sarah Lin.

Last time: Daniel said the backlog hits 3,000 tickets after launches. Quellio's sandbox resolved 62% of 500 real tickets. Zendesk AI is still in the running.

Larkmont Health - Renewal Check-in4:30 PM – 5:00 PM

Lead with the 18% rise in AI resolution, close the two open escalations, then raise the upsell.

Northvale Logistics - Discovery Call5:30 PM – 6:00 PM

Lead with their current ticket volume, response-time goals, and who owns support tooling decisions.

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Recap

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AI Agent Evaluation
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Corvana · AI Agent Evaluation
Overview
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Corvana — AI Agent Evaluation3:00 PM – 3:45 PM

Send Daniel the SOC 2 report and pilot next steps.

Schedule Corvana Security Review with Maya for Tuesday.

Share the Corvana deal update in #sales-deals.

Move Corvana AI Agent Pilot to Security Review and add the meeting summary.

Draft the Zendesk AI side-by-side for Daniel.

Larkmont Renewal Review10:00 AM – 10:45 AM

Send Larkmont the Q3 resolution report.

Schedule Larkmont Renewal Review for Thursday.

Loops

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Zea

Strong call. Daniel’s in for a pilot if security clears.

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Conversation Intelligence

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Analyzing

Scorecard

The numbers that matter from every call.

Framework coverage
87%BANT · SPICED · MEDDIC
Objections resolved
2/2competition, data security
Rep talk time
44%ideal 35–45%
Vocal confidence
82/100High

Delivery

How you spoke: talk time, pace, monologues and filler words, measured against ideal ranges.

Talk-to-listen ratio
44%

Share of total speaking time that was the rep.

Ideal range: 35–45%
Interactivity
9 switches
Longest monologue
75s
Speaking rate
150 wpm
Filler word frequency
4.5%

Vocal Confidence

How confident you sounded, scored from pace, pauses, pitch and steadiness of voice.

Composite score
82/100 · High

Weighted score from the four signals below.

Ideal range: 70–100 High · 40–69 Moderate · <40 Low
Articulation rate
2.7 w/s
Pause ratio
0.21
Volume & pitch variation
0.072 · 36.3 Hz
Jitter & shimmer
0.014 · 0.058

Questioning

How often you asked questions, and how many of them got the other side talking.

Question rate
4 of 32 · 12%

Share of the rep's turns that were genuine questions.

Ideal range: no fixed benchmark
Engaging question rate
3 of 4 · 75%

Objection Handling

Every objection raised, how you answered it, and whether it was resolved by the end.

Objections resolved
2 of 2
Ideal range: 100% resolved
Competition · resolved

“Zendesk AI already comes with our helpdesk.” → Compared resolution rates using Corvana's 62% sandbox result.

Data security · resolved

“IT will ask where our customer data goes.” → Confirmed no model training and shared the SOC 2 report.

Deal Signals

Who decides, what hurts and what moves the deal, pulled straight from the conversation.

Decision-makers identified
3

Daniel · Head of Support · on call

Sarah Lin · CFO · not on call — final approval

Maya · IT lead · not on call — security review

Pain points identified
3
Next steps agreed
2

Framework Coverage

How fully the call covered BANT, SPICED and MEDDIC, so you know what to ask next time.

BANT
4/4 · 100%

Budget, Authority, Need and Timeline all identified on this call.

SPICED
4/5 · 80%
MEDDIC
5/6 · 83%

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Confluence
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Linear
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GitHub
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Zoom
Gmail
Linear
Notion
Slack
Google Meet
GitHub
Google Calendar
Zoom
Gmail
Confluence
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Zetal
Claude
Gemini
Grok
Perplexity
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Jira
Gmail
Google Drive
Perplexity
Slack
Notion
Linear
Jira
Gmail
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Claude
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Grok
Linear
Jira
Gmail
Google Drive
Claude
Gemini
Grok
Perplexity
Slack
Notion
Reads
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Remembers
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