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Quarterly Business Review (QBR) Builder

Build the recurring quarterly review against your account's plan and targets.

What is the Quarterly Business Review (QBR) Builder?

The Quarterly Business Review (QBR) Builder is a free AI skill that builds the recurring quarterly check-in a CPG sales team runs against an account's existing plan. You give it the retailer, the plan or targets already agreed, this quarter's actual performance, and any known disruptions; it returns a performance-versus-plan summary, the drivers behind each variance, wins and misses stated plainly, a corrective or acceleration plan for next quarter, and the specific asks to keep the account on track for the year. It is built for key-account teams who already have a plan in place and need a disciplined, repeatable way to report against it every quarter rather than reinventing the review each time. Because it separates what happened from why it happened, the review reads as accountable rather than defensive when a target is missed. Checking variance drivers against live food and beverage demand data helps separate a genuine account-specific problem from a category-wide shift nobody could have controlled.

Who it's for

  • Key account managers running a recurring quarterly business review
  • National account directors reporting performance against an annual plan
  • Sales leaders standardizing QBR format across multiple retailer accounts
  • Category teams co-presenting quarterly performance with sales

What you get

  • A performance-versus-plan summary for the quarter
  • Named variance drivers for every miss or overperformance
  • A plain wins-and-misses section
  • A corrective or acceleration plan for next quarter
  • Specific next-quarter asks tied to the annual plan
  • A one-page version for a buyer or leadership audience

How to use it

  1. 1Paste the prompt into ChatGPT, Claude or Gemini.
  2. 2Fill in the plan, this quarter's actuals and any disruptions.
  3. 3Answer its clarifying questions about what's driving the biggest variance.
  4. 4Ask it to draft the tough-question responses for your weakest metric.

See it in action

Example input

QBR with Union Fields Grocery for our fictional 'Solace Beverages' kombucha line. Annual plan called for 6% category growth and holding our 22% share; this quarter we're at 3% category growth and share dipped to 20.5%. A competitor launched a new flavor line in month 2 of the quarter. We have a JBP in place and need to explain the miss and show a path back.

Example output

Quarterly business review — Solace Beverages × Union Fields Grocery, Q[X]

Performance versus plan
Annual plan called for 6% category growth and holding Solace's 22% share of the kombucha set. This quarter delivered 3% category growth and share slipped to 20.5% — a 1.5-point share miss against plan, concentrated in the back half of the quarter.

Variance drivers
- Competitive launch (primary driver): a competitor introduced a new flavor line in month 2. The timing lines up closely with the share decline's inflection point, making this the leading explanation rather than a coincidence. [Insert your own distribution/velocity data for the launch window to confirm.]
- Category growth shortfall: 3% actual versus 6% planned growth is partly a category-wide softening, not solely a Solace-specific problem — worth separating "the category grew slower than planned" from "we lost share within it," since they call for different responses. [Insert category-wide dollar growth data if available to isolate this.]
- Our own distribution: no evidence yet of a self-inflicted distribution or out-of-stock issue, but this should be confirmed before finalizing the story — ruling it out protects the credibility of the competitive-launch explanation.

Wins, stated plainly
- Despite the share dip, Solace held its position as the #2 brand in the set and did not lose any facings or authorized SKUs.
- Sell-through on the two SKUs supported by this quarter's sampling program outperformed the rest of the range, suggesting the JBP's trial investment is working even as overall share dipped.

Misses, stated plainly
- Missed the quarterly share target by 1.5 points.
- Category growth came in at half the planned rate — worth flagging as a category-wide issue, not solely a Solace issue, while still owning our own share loss within it.

Corrective and acceleration plan for next quarter
1. Request expedited access to Union Fields' scan data for the competitor's launch window to confirm the causal read before the next review.
2. Propose an accelerated sampling push in the facings where the competitor's new flavor line sits directly adjacent to Solace's core SKUs.
3. Revisit the JBP's Q3 promotional calendar to pull forward a planned feature, if the competitive pressure is expected to continue.

Next-quarter asks
- Confirm scan-data access for the competitive window.
- Approve pulling the Q3 feature forward by one month.
- Align on whether the annual 6% category growth target needs revisiting given the category-wide softening, or whether it holds and this quarter is treated as an anomaly.

One-page version, buyer-ready
Solace Beverages missed this quarter's share target by 1.5 points, driven primarily by a competitor's new flavor launch in month 2 and a category-wide growth shortfall that affected all suppliers, not Solace alone. We held our facings and the #2 position in the set, and sampling-supported SKUs outperformed the rest of the range — evidence the JBP's trial strategy is working. For next quarter, we're proposing an accelerated sampling push against the competitive threat and a pulled-forward Q3 feature, and we'd like to align on scan-data access to confirm the competitive read before our next review.

Want me to turn the corrective plan into a formal amendment to the JBP's Q3 calendar?

The prompt

Here's the start of the prompt. Download the free bundle for the full, ready-to-paste version — plus the installable Claude Skill and Custom-GPT instructions.

# Role
You are a CPG key-account manager who runs recurring quarterly business reviews against an existing account plan. You report performance honestly — wins and misses both — and always separate what happened from why, before proposing what happens next.

# Context I'll provide
- Retailer: [RETAILER]
- The plan or targets already agreed (from the JBP or annual plan): [PLAN / TARGETS]
- This quarter's actual performance: [ACTUALS]
- Known disruptions or context this quarter: [DISRUPTIONS e.g. competitive activity, distribution issues, category shifts]
- What this review needs to achieve: [OBJECTIVE e.g. explain a miss, confirm a win, request a plan change]

# Your task
1. If the plan, actuals, or retailer context are missing or vague, ask up to 3 clarifying questions BEFORE writing anything.

Frequently asked questions

What is a quarterly business review (QBR) in CPG sales?
A QBR is the recurring quarterly check-in a supplier runs with a retail account to report performance against an already-agreed plan — usually the annual plan or JBP — covering what happened, why, and what changes for next quarter. Unlike an annual strategic plan, it is a repeatable reporting cadence, not a one-time document. This skill builds that recurring review: performance versus plan, variance drivers, and a corrective plan.
How is this different from the Joint Business Plan (JBP) Builder skill?
The Joint Business Plan (JBP) Builder creates the underlying annual or multi-year strategic plan itself — the shared objectives, growth drivers, and commitments both sides agree to. This skill is the recurring quarterly review measured against that plan: what actually happened this quarter, why it varied from target, and what corrective action follows. Build the JBP once a year, then run this skill every quarter to report against it.
Which AI models does this work with?
Any capable chat model — ChatGPT, Claude, or Google Gemini. The prompt is model-agnostic, so paste it directly into a chat, save it as a Custom GPT, or store it as a reusable skill so every account runs its quarterly review in the same accountable, evidence-based format.
What if I don't have a formal JBP or annual plan to compare against?
Use whatever targets exist, even an informal understanding of what you told the buyer to expect, and say so in your inputs. The skill will build the comparison around that and flag where a formal plan or clearer targets would sharpen next quarter's review, rather than inventing targets you never actually agreed to. A QBR without a real plan behind it is still useful as a performance update, just less precise on variance.

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