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QBR prep with AI: facts first, then the story

By Draft First, October 2026

QBR prep eats a day per account for a lot of CSMs, and most of it isn't thinking. It's digging: what did they say their goals were, did usage go up, what did we promise last time. AI can take most of the digging off your plate. It can also produce a confident deck full of numbers nobody can trace. The difference is the order you do things in.

Step 1: Build a fact pack, not a deck

Ask the agent for facts only, each with a source. Goals from the last QBR and evidence on each. Usage trend. Ticket themes. Promises made and kept. Renewal date and who's in the room.

For [account], since [last QBR date], from [CRM, tickets, usage, notes]:
1. Goals they named last QBR, with evidence for or against each
2. Usage: [metric] by month, with the change
3. Top 3 ticket themes, with ticket numbers
4. Commitments we made and their status
5. Renewal date, stakeholders attending, last executive touch
Every number needs a source. Unverified items get [CONFIRM].
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Sample fact pack (made-up company):

Larkspur Labs | Jul 1 to Sep 30 | Sources: CRM, tickets, usage report
Goals from last QBR:
  1. Cut onboarding time for new analysts to 2 weeks. Evidence: 11 days
     average for 6 hires (usage report). Met.
  2. Roll out to EU team. Evidence: 38 of 60 EU users active. Partly.
Usage: weekly active users 140 to 176 (+26%)
Tickets: 31 (prior quarter 22). Themes: SSO (9), exports (7), EU dashboard (5)
Promises: SSO fix by Aug 31. Shipped Sep 12, late. [CONFIRM customer saw it]
Renewal: Dec 12 | Attending: Tom Ng (VP Analytics), Priya (ops lead)

Step 2: Check it for 15 minutes

Read every [CONFIRM]. Spot-check two numbers against the source. Look for what's missing, especially a bad week the data doesn't show or a conversation that happened off the record. This is where your knowledge of the account matters most.

Step 3: Ask for the story

Using only the checked fact pack above, draft a QBR outline for [audience]:
what they achieved, where we fell short and what we're doing about it,
the next quarter's goals, and two questions to ask them.
Lead with their outcomes, not our features.

Including where you fell short isn't optional. Executives already know. Saying it first is what makes the rest believable.

Step 4: Prep for the room

Ask for the three hardest questions each attendee might ask, based on their role and recent emails. Draft your answers yourself.

A QBR prep checklist

• Fact pack with sources, no unresolved [CONFIRM] tags
• One slide on their goals, in their words
• One honest slide on what didn't go well
• Next quarter's goals agreed with your champion beforehand
• Renewal and expansion talking points kept for the right audience

The playbook's QBR First Draft routine runs this whole sequence for you on a schedule before each review. For risk signals to bring into the room, see the weekly churn risk review routine.

Questions

How long should QBR prep take?

With a sourced fact pack, an hour or two per account instead of most of a day, in our rough experience.

What should a QBR include?

Their goals and progress, usage trend, what didn't go well, next quarter's goals and a couple of questions for them.

How do I stop AI inventing QBR numbers?

Require a source for every number and have it tag anything unverified as [CONFIRM].