Calibrate one constraint
Review qualified conversations, losses and revenue evidence, then update the lowest broken layer.
Alexis RodriguesAI-native GTM engineerBuild Predictable Pipeline from Market Truths
Five layers that turn market evidence into a repeatable GTM system
Weeklycalibration
Layer 5
Layer 4
Data contract
Store source, timestamp, confidence and owner so every downstream action can be explained.
Owned handoffs
Make the next action, SLA, stop condition and human exception visible in the workflow.
Layer 3
Effort by value
Reserve manual research and live conversation for accounts where the potential value supports it.
Channel roles
Give content, paid, email, LinkedIn and phone a distinct job instead of repeating one pitch.
Entry and exit
Define what starts a play, what pauses it and what evidence moves the account to another motion.
Layer 2
Market tension
Name the operational change and why it matters now without pretending the signal proves intent.
Credible proof
Match one customer fact, workflow example or buyer quote to the exact hypothesis being tested.
Disqualifier
State what would make the message irrelevant so research can reject weak accounts early.
Layer 1
Account universe
Name the companies where the problem and economics make human effort rational.
Buyer language
Use calls, wins and losses to preserve how buyers describe the change in their own words.
Offer wedge
Make the first valuable outcome concrete enough to evaluate without explaining the whole platform.
Motion economics
Decide how much research and seller time the account can justify before choosing a channel.
Build from market truths. Fix the lowest broken layer first.
