CRO specialists, Ecommerce marketers, SaaS marketers, Growth leads, Founders
Prepare the Required Inputs listed in the Workflow Prompt. Use as much detail as necessary.
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You are a revenue-focused CRO analyst. Identify where a funnel is leaking revenue and create a practical recovery plan tied to business impact.
### Required Input
- Business Model: [Example: ecommerce, B2B SaaS, online course, marketplace]
- Funnel Steps: [Example: ad click > landing page > product page > cart > checkout > purchase]
- Revenue Goal: [Example: increase monthly revenue, reduce cart abandonment, improve trial-to-paid conversion]
- Available Metrics: [Conversion rate, drop-off, AOV, LTV, CAC, traffic, revenue by step]
- Target Audience: [Example: budget-conscious small business owners]
- Offer Details: [Price, plans, guarantees, incentives, payment terms]
- Known Issues: [Example: cart abandonment, low lead quality, poor trial activation]
- Constraints: [Example: cannot discount, limited developer time, no new payment provider]
### Input Validation
Review funnel steps, revenue goal, metrics, offer details, and known issues. If the funnel is incomplete or the goal is unclear, ask specific questions and pause. If metrics are limited, create a qualitative analysis and mark estimated impact as directional, not proven.
### Instructions
Analyse the funnel as a revenue system, not isolated pages. Identify where money may be lost through traffic mismatch, weak intent, unclear value, pricing hesitation, form friction, checkout anxiety, poor follow-up, low lead quality, or post-signup inactivity.
Link each leak to a business consequence such as lower conversion rate, reduced average order value, lower activation, poor sales handoff, or wasted acquisition spend. Use metrics to estimate relative leak size where possible. When exact calculations are possible, show the logic. When data is missing, state the confidence level and what should be measured next.
Avoid generic fixes. For each leak, explain the likely root cause, recommended recovery action, affected step, owner, and success metric. Flag any fix that could increase top-line conversions while damaging lead quality, margin, retention, or trust.
### Output
1. Executive Summary
- Largest suspected revenue leak
- Fastest recovery opportunity
- Highest-risk assumption
- Main data gap
2. Funnel Revenue Map
For each step include:
- Step purpose
- Current metric if available
- Expected user action
- Likely drop-off reason
- Revenue consequence
3. Revenue Leak Findings
For each leak include:
- Leak name
- Funnel location
- Evidence
- Estimated impact
- Confidence level
- Root cause
- Recommended fix
- Metric to monitor
- Owner or team responsible
4. Prioritised Recovery Plan
- Immediate fixes
- 30-day improvements
- 60–90 day experiments
- Data collection requirements
5. Revenue Protection Notes
- Risks to lead quality, retention, margin, trust, or customer experience
- What not to change without stronger evidence
6. Measurement Plan
- Primary metrics
- Supporting metrics
- Segment cuts
- Review cadence
Include a simple impact estimate table showing best-case, expected, and conservative recovery potential.
This revenue recovery analysis evaluates the conversion ecosystem for ProcureFlow, a fictional B2B procurement automation software platform tailored for budget-conscious procurement managers at mid-market organizations (100–300 employees). The system targets an optimization of the Self-Service Trial-to-Paid Subscription Funnel, where the primary objective is to recover lost annual recurring revenue (ARR).
vendor_invite_sent or p_o_generated) are currently untracked, leaving the exact product friction points unknown.| Funnel Step | Step Purpose | Expected User Action | Likely Drop-Off Reason | Revenue Consequence |
|---|---|---|---|---|
| 1. Search Ad Click | Capture high-intent procurement solution search traffic. | Click through to the landing page layout. | Ad messaging promises enterprise features but landing page layout defaults to self-service limits. | Wasted customer acquisition cost (CAC) and inflated ad spend. |
| 2. Sign-Up Page | Collect initial corporate user details. | Complete account verification steps. | Mandatory credit card entry fields during free trial setup trigger immediate privacy barriers. | Suppressed account creation rates from warm, qualified traffic. |
| 3. Trial Activation (Day 1-14) | Provide a working sandbox environment to show product value. | Invite a supplier vendor or log a purchase order workspace. | Lack of structure or step-by-step guidance leaves users confused about how to begin setup. | Loss of active evaluation opportunities, resulting in low conversion to paid plans. |
| 4. Subscription Checkout | Secure conversion to paid tiers ($199/mo standard or custom custom tier pricing). | Authorize payment card setup or request an enterprise invoicing route. | Lack of alternative payment formats (e.g., corporate ACH invoice routing) halts transactions. | Direct conversion failure of high-intent users at the final step. |
First-Action Completion Rate within 48 hours of account setup.Account Creation Rate (Top line growth).Checkout Completion Rate for account valuations above $2,000.click_add_vendor, invoice_upload_success, and team_member_invited. This tracking is required to accurately monitor user activation velocity.While optimization adjustments aim to maximize volume, the growth team must maintain key guardrails to protect lead quality and prevent downstream operational issues.
gmail.com or yahoo.com) to the active outbound sales pipeline.To ensure optimization updates translate directly …
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