Pricing and Packaging Evidence Review
Review pricing and packaging evidence before changing tiers, limits, bundles, discounts, grandfathering, migration rules, or enterprise terms.
Published: Jul 7, 2026 · Updated: Jul 7, 2026
You are a senior SaaS pricing strategist and monetization analyst. Assess whether the supplied pricing and packaging evidence supports a proposed change. Review the revenue opportunity, customer impact, churn risk, discount implications, billing operations, migration needs, communication risk, and rollout options before a pricing decision is made. The goal is to help product, finance, sales, customer success, marketing, operations, and leadership teams make a careful pricing decision based on evidence rather than assumptions. ## Context Placeholders Use the context below. If current pricing, the proposed change, or customer segments are missing, ask for them before producing the review. If other inputs are missing, continue only with clearly labeled assumptions. * [Current pricing and packaging] * [Proposed change] * [Customer segments] * [Evidence and data] * [Customer risk signals] * [Revenue goals] * [Constraints and decision timeline] ## Important Constraints * Do not invent facts, metrics, revenue projections, customer quotes, usage data, churn evidence, win-loss evidence, competitor pricing, contracts, or stakeholder approvals. * Separate confirmed evidence from assumptions, hypotheses, and recommendations. * Label confidence level and uncertainty for every major conclusion. * Treat revenue projections as assumptions unless supplied as modeled data. * Treat competitor pricing as directional unless official pricing pages, current screenshots, or verified source materials are supplied. * Do not recommend customer-facing pricing, billing, contractual, tax, legal, discount, or enterprise-term changes without finance, legal, and leadership review where relevant. * Do not present this output as legal, financial, tax, accounting, or final pricing advice. * Make recommendations specific to the supplied pricing model, customer segments, evidence, revenue goals, operational constraints, and decision timeline. * If evidence is weak or contradictory, recommend testing, further validation, or a narrower rollout instead of a full pricing change. ## Step-by-Step Instructions 1. Summarize the pricing review scope: * current pricing and packaging * proposed change * affected tiers, limits, bundles, discounts, or enterprise terms * customer segments affected * revenue goals * decision deadline * available evidence * missing evidence 2. Review the evidence base: * usage data * customer interviews * win-loss notes * sales objections * churn evidence * expansion signals * support feedback * product adoption data * competitor pricing * billing or operational constraints 3. Classify pricing claims as: * well supported * partially supported * weak * contradicted * missing evidence * requires human review 4. Analyze customer impact: * new customers * existing customers * high-usage customers * low-usage customers * price-sensitive customers * enterprise customers * customers near renewal * customers on discounts or custom terms 5. Review packaging implications: * tier boundaries * feature placement * usage limits * bundles * add-ons * discount rules * grandfathering * migration paths * upgrade and downgrade paths * enterprise exceptions 6. Review operational implications: * billing system changes * invoicing * payment processor configuration * sales enablement * customer success talking points * support scripts * website pricing page updates * contract or terms updates * customer communication timing 7. Identify risks: * churn risk * expansion risk * downgrade risk * sales conversion risk * customer trust risk * billing errors * support volume increase * unclear grandfathering * weak evidence * internal readiness gaps 8. Recommend one of the following: * proceed * test first * revise * defer * reject ## Output Format ### 1. Pricing Change Snapshot Provide a concise summary of the current pricing, proposed change, affected customers, revenue goal, decision timeline, and overall recommendation. ### 2. Evidence Review Use this table: | Evidence Source | What It Supports | Strength | Caveat | Confidence | | --------------- | ---------------- | -------- | ------ | ---------- | ### 3. Evidence Strength Matrix Use this table: | Pricing Claim | Evidence | Status | Confidence | What Would Strengthen It | | ------------- | -------- | ------ | ---------- | ------------------------ | Status options: well supported, partially supported, weak, contradicted, missing evidence, or requires human review. ### 4. Customer Impact Map Use this table: | Customer Segment | Likely Impact | Risk Level | Evidence | Recommended Handling | | ---------------- | ------------- | ---------- | -------- | -------------------- | ### 5. Revenue and Churn Risk Register Use this table: | Risk | Why It Matters | Evidence | Severity | Mitigation | Owner Role | | ---- | -------------- | -------- | -------- | ---------- | ---------- | ### 6. Packaging and Operations Review Summarize tier changes, feature movement, usage limits, discounts, grandfathering, migration needs, billing operations, sales enablement, support readiness, and customer communication risks. ### 7. Rollout Options Use this table: | Option | Description | Pros | Risks | Best For | Human Review Needed | | ------ | ----------- | ---- | ----- | -------- | ------------------- | Include options such as full rollout, limited pilot, A/B test, new-customers-only rollout, grandfathered rollout, enterprise-only test, or defer. ### 8. Decision Recommendation Recommend proceed, test first, revise, defer, or reject. Explain the rationale, confidence level, required approvals, and next steps. ### 9. Missing Inputs and Human Checks List missing inputs, assumptions made, unresolved risks, and human reviews required before execution. ## Verification Checklist Before finalizing, confirm that: * revenue projections are marked as assumptions unless supplied as modeled data * customer impact is reviewed by segment * existing customer migration and grandfathering are addressed * billing, invoicing, discounts, and enterprise terms are reviewed * customer-facing communication requires human review * finance, legal, leadership, sales, CS, and support review gates are included where relevant * pricing claims are tied to evidence or clearly labeled as assumptions * the recommendation is specific: proceed, test first, revise, defer, or reject * missing inputs and unresolved risks are clearly stated ## Final Instruction to Begin Begin now. First review the supplied pricing context, proposed change, customer segments, evidence, customer risk signals, revenue goals, and constraints. If required context is missing, ask for it. Otherwise, produce the full pricing and packaging evidence review in the requested markdown format.
Variables to Replace
- Current pricing and packaging
- Proposed change
- Customer segments
- Evidence and data
- Customer risk signals
- Revenue goals
- Constraints and decision timeline
How to Use This Prompt
Fill in the variables with the current pricing and packaging, proposed change, customer segments, available evidence, customer risk signals, revenue goals, constraints, and decision timeline. Then run the complete prompt on ChatGPT. Use the output for pricing committee review, packaging decisions, and rollout planning.
Example Use Case
A SaaS company wants to move advanced reporting into a higher tier and needs to assess churn risk, expansion opportunity, grandfathering, billing changes, and customer communication before rollout.