QBR prompt builder
A Quarterly Business Review lives or dies on narrative: the numbers need a story, the misses need ownership, and next quarter needs a credible plan. This builder captures your quarter’s facts and turns them into a structured prompt that tells an LLM to draft each QBR section with slide-by-slide guidance — so you go from scattered metrics to a coherent deck outline in one pass.
How it works
You enter the quarter, paste your key metrics with targets and prior periods, list your wins and misses, and describe the next-quarter plan. You also pick the audience so the tone fits. The tool assembles a prompt that instructs the model to compute deltas, build an honest balanced narrative, and lay out a standard QBR slide arc with headlines and speaker notes. Everything is generated locally in your browser — your numbers never leave the page.
Tips and examples
- Give targets and priors. “ARR: $1.2M (target $1.1M, prior $0.9M)” lets the model compute the delta and tell the real story.
- Own the misses. Listing them honestly produces a more credible deck than hiding them; the prompt ties each miss to a next-quarter action.
- Pick the right audience. A board deck is strategic and terse; a customer QBR emphasizes delivered value and roadmap.
- Add your asks. Note what you need next quarter — headcount, budget, decisions — so the plan section ends with a clear request.
What makes a QBR actually work
A QBR fails when it becomes a metrics recitation with no narrative or a highlight reel with no accountability. The two most common errors are presenting numbers without a story (“revenue was $1.2M”) and treating misses as things to minimize rather than explain. Neither builds the trust that QBRs exist to create.
The prompt this builder generates is structured to avoid both. For metrics, it asks the model to compute the delta versus target and the delta versus prior period, then surface the one or two numbers that most need explanation — not to list everything. A metric that hit plan does not need a paragraph; a metric that missed plan by 30% does. The narrative energy goes where the variance is.
For misses, the prompt requests an honest root cause — not a list of external factors — and ties each miss to a specific next-quarter action. “Sales cycle lengthened due to procurement freeze at enterprise accounts; we are targeting mid-market this quarter where cycles are shorter” is a real story. “Market conditions were challenging” is not.
The slide structure the prompt suggests
The standard arc produced by the builder is:
- Title and TL;DR — one sentence on the quarter and the single most important thing to know
- Metrics scorecard — actuals versus targets with deltas highlighted
- Wins — two or three specific outcomes worth celebrating, tied to decisions made last quarter
- Misses and learnings — honest root causes and the actions they generated
- Next quarter plan — goals, assumptions, and explicit asks from this audience
Each section maps to one slide with a headline and three to five bullets plus speaker notes. The model proposes this structure; you edit the headlines and bullets to match the real story only you can tell.
A word on audience
A board deck reads differently from a customer QBR. Boards want to understand strategy, risk, and decisions needed from them; they do not want a feature tour. Customer QBRs need to answer “what value did we deliver and what is coming next for you.” The prompt adjusts the framing for the audience you select — but the underlying honesty requirement does not change.