Overview
The conversion experimentation assistant is used to answer "Is this change worth testing?", conversion rate, growth marketing, and copywriting questions. It is suitable for marketing, operations, product, and sales to invoke after clarifying business goals, content materials, or analysis targets. It combines inputs such as paywall and upgrade content, pasted paywall copy, upgrade modals, subscription pages, plan descriptions, feature lock prompts, cancellation/downgrade..., organizes key context, and outputs summaries, diagnostic conclusions, action recommendations, and reusable deliverables for continued execution, review, or delivery.
When to Use
Applicable Scenarios
- The user asks questions such as "Is this change worth testing?" and needs to quickly break down goals, determine priorities, and form executable results
- Marketing, operations, product, and sales need to generate summaries, diagnostic conclusions, action recommendations, and reusable deliverables around the conversion experimentation assistant
- The user has already prepared the upgrade goal (for example, explain premium value, improve trial-to-paid, reduce hesitation, guide annual payment, reduce misunderstandings, or improve transparency.), upgrade target users (supplement free users, trial users, active users, team administrators, churn-risk users, or specific segmented audiences.), paywall or upgrade page link (fill in a publicly accessible paywall preview, upgrade page, pricing page, product page, or help documentation link.), and wants to organize them into executable analysis or optimization results
- The user needs to turn materials related to the conversion experimentation assistant into clear conclusions, priorities, and next-step actions
How to Invoke
Call the AI Skills API directly through the exported Python runner:
Command Examples
Basic Invocation
python3 scripts/run.py --params '{}'
Invocation with Common Parameters
python3 scripts/run.py --params '{"goal":"升级目标"}'
Parameter Description
| Parameter | Type | Required | Default | Description |
|---|---|---|---|---|
goal |
string | No | - | For example, explain premium value, improve trial-to-paid, reduce hesitation, guide annual payment, reduce misunderstandings, or improve transparency |
audience |
string | No | - | Supplement free users, trial users, active users, team administrators, churn-risk users, or specific segmented audiences |
materialUrl |
string | No | - | Fill in a publicly accessible paywall preview, upgrade page, pricing page, product page, or help documentation link; a complete accessible URL must be provided |
reviewDepth |
string | No | 标准诊断 |
Choose quick checkup, standard diagnosis, or deep upgrade path analysis; optional values:快速体检、标准诊断、深度改稿 |
materialFile |
string | No | - | Supports docx, pdf, md, txt, and other materials, suitable for submitting paywall screenshot text, subscription page drafts, experiment briefs, or user feedback |
materialText |
string | No | - | Paste paywall copy, upgrade modals, subscription pages, plan descriptions, feature lock prompts, cancellation/downgrade prompts, or user feedback |
targetPlatform |
string | No | - | For example, Web, mobile web, iOS, Android, SaaS console, browser extension, or desktop app |
brandRequirements |
string | No | - | Supplement brand tone, price/refund promises, store rule reminders, prohibited expressions, and information that must be retained |
For the complete machine-readable parameter structure, see references/form-schema.json。
Parameter value reference
This skill currently has no categorical parameters that require additional lookup.
Supported input formats
This skill directly accepts JSON parameters; if the parameters contain a link field, please pass a complete, accessible URL.
Example request
The example parameters below can be passed directly to scripts/run.py, and the runner will send them to the AI Skills API.
python3 scripts/run.py --params '{"goal":"升级目标"}'
Equivalent --params JSON:
{
"goal": "升级目标"
}
Example return result
{
"success": true,
"data": {
"message": "示例结果请以技能真实返回结构为准。"
},
"meta": {
"executionTime": 842,
"cached": false
}
}
Deliverables
- Summary, diagnostic conclusions, action recommendations, and reusable deliverables: organize the core results around the user's goals that can be directly read, reviewed, or delivered.
- Interpretation of input materials: combined with the upgrade goal (for example, explaining advanced value, increasing trial-to-paid conversion, reducing hesitation, guiding annual payment, reducing misunderstandings, or improving transparency.), upgrade target users (supplement free users, trial users, active users, team administrators, churn-risk users, or specific segmented groups.), paywall or upgrade page link (fill in a publicly accessible paywall preview, upgrade page, pricing page, product page, or help documentation link.) to extract key context and the basis for judgment.
- Next steps: provide priorities, execution suggestions, or a content framework that can be further processed.
Suggestions for using the results
- First determine whether the output answers the user's core question about the "Conversion Experiment Assistant".
- Then check whether the results cover the summary, diagnostic conclusions, action recommendations, and reusable deliverables, and whether clear next steps are provided.
- If there is little input material, it is recommended to ask the user to supplement the goal, audience, constraints, or original materials before running.
Preparation before running
AISKILLS_BASE_URL: defaulthttps://ai-skills.aiAISKILLS_API_KEY: required, used for authenticated callsAISKILLS_TENANT_ID: defaultdefault