95.0% match
A six-month Hong Kong government study measured a 41.9% weekday cut in restaurant food waste. Our simulation reproduced it in a few hours and returned 40.0%.
Read ArticleSimulate how specific buyer groups respond to the positioning options you are considering before Sales and Marketing commit to one direction.
A six-month Hong Kong government study measured a 41.9% weekday cut in restaurant food waste. Our simulation reproduced it in a few hours and returned 40.0%.
Read ArticleAcross buyer personas, our accuracy rate varied 7.6x less than the average of five frontier models.
Read ArticleAvailable to identify and build relevant buyer groups across markets, industries, company sizes, and roles.
Messaging decisions
Decisions Lab helps your team make the four messaging decisions that determine whether the right buyers recognize, understand, and believe the value of your product.
Compare the groups you already serve or are considering to see where the positioning is most clearly recognized.
Target priority
RevOps88% interest24% effort
Why RevOps first
RevOps clears the bar because they already feel forecast fiction in their hands. They own the CRM definitions Sales leadership blames, they can start a pilot without a VP mandate, and they measure success on stage hygiene before anyone demands a board narrative. VP Sales is almost as interested (82%) but more than 3× harder to convert: every tool is judged as selling-time tax.
Compare the concrete messages your team is considering to see which one buyers understand most clearly, which objections each creates, and which direction is better supported for the next market test.
Pain trigger test · RevOps
Manual CRM hygiene is quietly wrecking forecast accuracy
44%Forecasts miss every quarter with no clear owner
31%Reps won't update pipeline before the QBR
18%Leadership can't trust the number they're signing
7%Why this line wins
Wins because it joins a private operational cause (manual stage cleanup) to a public consequence (forecast miss) that RevOps already gets blamed for. Feels diagnostic, not accusatory toward reps. Buyers hear it as: "Someone finally named the unpaid work behind the bad number."
Surface the objections and assumptions that make the product's value harder to understand or believe.
Objection map
The results will not hold outside a pilot
CFO / Finance
Another tool the team will not adopt
VP Sales
Security review will stall the rollout
RevOps
Existing reporting already covers this
Sales Enbl.
Committee split
The winning message does not raise one objection. CFOs attack external validity first, VP Sales attacks adoption, RevOps anticipates InfoSec stall, and Enablement claims the LMS already covers hygiene. One proof pack cannot answer all four.
See where each group remains skeptical and what evidence may resolve that concern.
Evidence review
Third party benchmark study
Answers: The results will not hold outside a pilot
Named customer outcome in the same segment
Answers: Another tool the team will not adopt
Security and audit documentation
Answers: Security review will stall the rollout
Side by side against current reporting
Answers: Existing reporting already covers this
Proof mismatch
Named customer outcomes answer value. They do not answer whether AEs will change CRM behavior. Finance can be satisfied while VP Sales still refuses sponsorship. The next market test must show usage, not only ROI.
How it works
Define
Bring us the buyer groups, positioning directions, messages, or proof points your team is choosing between.
We start with your customer calls, Sales observations, research, product evidence, and campaign results.
Signal sources
Inputs that ground each buyer group and message test
Public
Custom connectors
What you receive
Every engagement produces six practical outputs for Product Marketing, Sales, Growth, and leadership.
Which buyer group, problem, and message should receive the next push, the strongest alternative, and what evidence could change the recommendation.
How each simulated group responds to the positioning, what creates urgency, which objections repeat, and what proof they say they need.
Recurring phrases, reactions, objections, and desired outcomes drawn from the simulated responses.
Simulated language is separated from verified customer language and is never presented as customer testimony.
The recommended message order, objection responses, proof requirements, and guidance on which claims are supported, still require evidence, or should not be used.
Guidance for translating the approved direction into website copy, campaign angles, outbound, content, and Sales conversations without drifting from the underlying evidence.
A specific set of calls, campaign, message comparison, or Sales test designed to validate the assumption that matters most.
Who it's for
Your early customers understand the product, but the next stage requires a message that works beyond founder-led relationships.
You have a proven product and an upcoming launch, but several ways of explaining its value still appear credible.
The product and message work in one market. You need to understand what should remain consistent and what may need to change for the next buyer group.
Your product has evolved, competitors are shaping the category, or the existing message no longer reflects why customers buy.
Simulate how specific buyer groups respond to the positioning options you are considering before Sales and Marketing commit to one direction.