Conversion Creative Builder

Find the message before you make the image.

Diagnose one buying problem, turn approved product truth into a focused copy and visual direction, then leave with a controlled test—not a magic-performance promise.

1 · Diagnose2 · Message3 · Angle4 · Creative5 · Test

Stage 1 · Diagnose

Where is the buying journey unclear?

Start from an observed customer action. This is a hypothesis about what to test—not proof that creative caused the result.

Internal product name / SKU * Product category * Target audience * Buying-stage signal * Intended customer action *A behavior—not the creative objective. Placement * Observed evidence or customer signal *Metric, repeated question, review theme, support message—or state “no reliable data.”

Advanced context

Awareness stageEvidence statusClick destinationDestination-page promiseUsed to keep ad-to-page message continuity.

Stage 2 · Message

What should matter to this customer?

Use customer language and verified product truth. Pain is one route—not the default for every product.

Customer pain, friction or trigger *Describe the buyer's lived situation—not a weak ad, generic imagery or a marketer problem. Desired progress or experience * Main objection or buying question * How the buyer experiences this product * Approved reference coverage * Relevant buyer context *The real place and moment where fit, use or relevance becomes obvious. One verified selling point * Reason to believe / proof source * Verified product facts * Identity anchors that must not drift * Do not invent or imply

Offer, claims and packaging

Offer contextCTA contextExisting packaging wordsClaim sensitivity

Stage 3 · Angle

Choose one conversion angle.

The builder recommends a route and creates a copy-strategy prompt. GPT drafts options; you remain responsible for exact copy, evidence and approval.

Copy-strategy prompt for GPT

Stage 4 · Creative

Choose what the image must prove.

The builder recommends a proof mode before composition. Lock exact visible copy, then generate a primary image, a companion verification image and a safer fallback.

No added text Recommended when the visual can carry the message.Exact approved copy Only reviewed wording entered below.

Primary proof modeVisual treatmentApproved scene / use moment *LightingDisclosure

Stage 5 · Test

Change one thing. Learn from the result.

The card is prefilled from the approved strategy. Set the window and decision rules before launch.

Observation window / delivery condition *Primary signal *Keep if *Revise if *Retire if *Alternative explanations