Growth & GTM / worked example

A new segment is asking. Should we invest?

Use an AI expert to connect customer evidence, commercial assumptions and delivery constraints before choosing a growth bet your team can test.

Synthetic inputs · authored analysis · not live AI · not a customer result.

Signal Structure Options Pilot Measure

Start with the source register.

What is available, what it says, and what it cannot establish.

Synthetic inputs for this worked example
Source	Observation or proposal	Limit
G1 · Interview log	Five conversations; three mention recurring setup friction.	A small, purposive sample. It does not establish market demand or represent the segment.
G2 · Capacity note	One commercial owner can run a two-week test; implementation capacity is limited.	Delivery feasibility and the cost of a new offer still need checking.
G3 · Commercial note	No priced offers have been tested with this segment.	Willingness to pay and purchase commitments are unknown.

01 / Signal

Find the repeated need, not just the loudest request.

G1 records recurring setup friction in three of five conversations. Treat that as a discovery lead, not proof of a market. Check the urgency, existing workaround and whether the people interviewed can influence a purchase.

AI helps: Organize interview evidence and identify recurring needs, contradictions and gaps.

Manager checkpoint: Confirm that quotes and customer context support the pattern before prioritizing the segment.

02 / Structure

Separate a useful problem from a viable offer.

Connect customer need, willingness to pay, delivery fit and access. G2 limits delivery capacity; G3 leaves price acceptance unknown. The hypothesis is that a recurring problem could support a narrowly scoped paid offer.

AI helps: Map the commercial assumptions and the evidence needed to test each one.

Manager checkpoint: Agree which uncertainty matters most and what delivery scope is feasible.

What if customers like the idea but will not pay?

Do not treat positive feedback as a buying signal. Check urgency, the current workaround, buyer authority and price objections. Revise the offer or stop if it cannot justify delivery effort. The original hypothesis remains unproven.

03 / Options

Compare three commitments before choosing one.

Compare core expansion, a direct offer test and a partner pilot. A bounded direct test is worth considering if it can reach relevant buyers and stay within capacity. No option is a proven winner from these inputs.

AI helps: Draft the option comparison, including opportunity costs and conditions that would change the choice.

Manager checkpoint: Select the learning priority and approve the route, scope and budget.

Options to review before committing
Option	Reason to consider	Trade-off
Expand the core offer	Use familiar customers and distribution.	Less learning about the new segment; existing demand still needs evidence.
Test a direct segment offer	Learn about the need and price with direct customer contact.	Requires commercial effort and a delivery scope the team can support.
Run a partner pilot	Test access through an established relationship.	Partner dependency, economics and commitments need agreement.

04 / Pilot

Give one person a small test to own.

The commercial owner conducts five new discovery conversations, distinct from G1, and tests a limited priced offer where appropriate. Agree the buyer profile, two-week review date and delivery limit first. External promises and spend require manager approval.

AI helps: Prepare a discovery guide, offer assumptions and a pilot brief with decision boundaries.

Manager checkpoint: Approve customer contact, any offer terms and the maximum commitment before the team acts.

05 / Measure

Use commitments and effort to decide what comes next.

Record urgent need, price responses, actual commitments and estimated delivery effort. The proposed test has no observed result yet. Interest alone is not revenue. At the review, invest, narrow or stop according to evidence and capacity.

AI helps: Summarize the evidence, unresolved assumptions and reasons to extend, revise or stop.

Manager checkpoint: Decide whether the next commitment is justified; do not extrapolate a small test into a market forecast.

Owner and scope: Commercial owner · five new conversations · two weeks · limited offer test.
Evidence to collect: Urgency, willingness to pay, actual commitments and delivery effort.
Approval boundary: Manager approves budget, offer terms and external commitments.
Observed pilot outcome: Not yet observed. Invest, narrow or stop after reviewing the evidence.

What this example cannot establish.

These synthetic conversations are not representative research. There is no observed offer conversion, revenue result or customer endorsement. A real decision needs authorized evidence, actual price responses and a delivery estimate.

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Help me choose our next growth bet. We have limited delivery capacity and interest from a new customer segment. Separate the evidence from assumptions, compare core expansion, a direct offer test and a partner pilot, then propose a bounded test with an owner and a review decision.

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