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    Working Backwards PRFAQ Workbench

    1

    Test a product idea with a customer press release, tough questions, an evidence check, and an investment recommendation.

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    Working Backwards PRFAQ Workbench

    Working Backwards PRFAQ Workbench

    Example session with this skill installed

    LumenPlan: procurement approval clarity

    All companies, observations, dates, customer quotes, and numerical values in this fixture are fictional simulation data. They do not describe a real company or a measured customer result.

    Source packet

    LumenPlan serves operations teams at companies with 50-200 employees. Eight buyer interviews identified repeated chasing for purchase approval status; five described it as weekly work. Twelve requester interviews identified six cases in which the requester did not know which approver was responsible. These are small qualitative samples.

    The current product has request submission, approver assignment, an approved/rejected state, and email notifications. Delegation, approval escalation, and Slack integration have not been verified. Procurement policies remain company-owned. A feature must not approve spending automatically or override the configured approver.

    The decision is whether to fund a four-week status-clarity pilot or prioritize improving existing email messages. No observed retention, labor-saving, pricing, or revenue lift is available. The initial audience is requesters and approvers at existing customers, not every employee in every company.

    Buyer request

    Create a future press release and internal FAQ for an approval-status experience. Treat future quotes as illustrative. Explain the customer behavior, meaningful differentiation, credible email-only alternative, policy boundary, unknown economics, smallest pilot, and continue/modify/stop gate. Do not invent launch commitments or actual customer outcomes.

    • Read your context and instructions
    • Compiled the working backwards prfaq

    LumenPlan approval-status clarity — future press release and internal FAQ

    Synthetic example run. The company, interview findings, and source numbers are fictional simulation data from the supplied source packet. The press release is a proposed future narrative. Its quotes are illustrative, and no launch, customer outcome, or investment approval has occurred.

    Document controlValue
    Decision requestedFund a four-week status-clarity pilot or prioritize better existing email messages
    RecommendationCompare a minimal read-only status experience with an email-only improvement before broader investment
    Decision-maker / document ownerUnknown; roles proposed below are not assignments
    Target decision / launch dateUnknown; no launch commitment supplied
    Initial populationRequesters and approvers at existing customers with 50–200 employees
    StatusProposed decision document; future narrative, not announcement

    Future press release

    LumenPlan helps requesters find who owns their purchase approval and where it stands

    A shared request-status view gives requesters and approvers the same account of a purchase request while keeping spending decisions with the company's configured approver.

    Future pilot availability — date and location uncommitted. LumenPlan introduces a proposed approval-status experience for requesters and approvers at participating existing customers. When a requester needs to know what happened to a purchase request, they can open that request and see its recorded status and configured approver rather than starting another chase for the owner. Approvers can point requesters to the same record while continuing to make the spending decision under their company's procurement policy.

    Purchase requests do not always leave people with a clear next step. A requester may have submitted a request and received email, yet still need to ask who is responsible or whether a decision has been recorded. The proposed experience makes those two questions answerable from the request itself. It does not promise approval by a particular time or substitute silence for a decision.

    The requester opens an existing submitted request, sees the approver assigned to it and the current recorded state, and learns whether that state represents a recorded approval, rejection, or a request without a recorded decision. If information cannot be retrieved or is incomplete, the experience says so and directs the user to the existing authorized process. A configured approver records approval or rejection through the existing product; the shared view then reflects that authoritative state. Company-owned procurement policies continue to govern every decision.

    Illustrative leader quote, not a real endorsement: “People should be able to see who owns a request without asking the software to make a spending decision. We are testing clarity first, while keeping the approval policy and authority in the company's hands.”

    Unlike another status email that may be separated from the request, the proposed view gives requesters and approvers one place to consult the recorded owner and decision. Better email may still be sufficient for some teams; the pilot is designed to determine whether the shared view earns its extra effort. No speed, labor-saving, retention, or revenue result is claimed.

    Illustrative customer quote, hypothetical future experience: “When I have a question about my request, I can look up the assigned approver and the recorded status in the same place. I still know that the approver makes the decision.”

    Initial availability would be limited to explicitly enrolled requesters and approvers at existing customers. Eligibility, enrollment channel, and pilot dates remain to be decided. The proposed next step is to participate in a short comparison of a request-status prototype and clearer existing email messages. There is no general release commitment.

    Internal FAQ

    1. What decision is requested, and why this problem now?

    Choose whether the four-week pilot merits investment relative to improving existing emails. Recommend a staged comparison with an email-only alternative, followed by a limited live pilot only if the view adds meaningful clarity. The interviews identify a concrete recurring job, but the packet contains no urgency from churn, pricing, competition, or contractual commitments. Strategy beyond the served operations segment is unknown.

    2. Who are the users, buyer, beneficiaries, and affected people?

    The initial users are requesters and configured approvers at existing customers; the customer segment is operations teams in 50–200 employee companies. Buyers were interviewed, but the exact purchasing role is not supplied. Requesters benefit from knowing owner and status; approvers may receive fewer status questions, an assumption to test. Approvers can also experience new scrutiny and pressure. Company policy owners retain authority and may need to review status wording. The pilot must not expand to all employees or expose other people's requests by default.

    3. What evidence supports the problem?

    ClaimType / sourceWhat it supportsWhat it does not support
    Eight buyer interviews identified repeated status chasing; five described weekly workSupplied qualitative findingA plausible recurring buyer pain to investigatePopulation frequency, labor cost, commercial lift, or willingness to pay
    Six cases in 12 requester interviews involved uncertainty about the responsible approverSupplied qualitative findingA concrete ownership-clarity problemA general prevalence estimate or proof a new view fixes it
    Request submission, approver assignment, approved/rejected state, and email notifications existVerified product capabilitiesBasis for a minimal experience using existing recordsFreshness, request-access permissions, missing-state semantics, or a ready-made status view
    Delegation, escalation, and Slack integration are unverifiedOpen capability questionsReasons to constrain the pilotNeither absence nor availability of these capabilities
    No retention, labor-saving, pricing, or revenue lift is observedSupplied limitationNeed for bounded learningA business return estimate

    All facts above come only from the synthetic packet; interview dates and recruitment methods are unknown. Small samples are directional, not market proof.

    4. What behavior should change?

    Before chasing another person, a requester can consult the request and correctly identify its recorded state and configured approver. Approvers should be able to refer to the same record without changing how approval is authorized. Repeat consultation is useful only if it answers the question accurately. More page views or more emails are not the desired outcome.

    The inference is that shared clarity could reduce avoidable chasing. The unproven assumption is that chasing comes chiefly from missing visibility; it may instead come from a stalled decision, unclear policy, or approver workload. If so, a status view could make the delay more visible without resolving it.

    5. What is the smallest pilot, and what is excluded?

    Proposed scope: read-only display of the existing request, assigned approver, and authoritative recorded decision state; understandable wording; a clear unavailable-information state; and links or navigation back to the existing request and approval process. Reuse current submission and approval flows. Confirm what a request with no recorded decision means before labeling it “pending.” Do not invent approval stages or deadlines.

    Enrollment is limited to existing customers who explicitly accept the test and whose request-access rules are verified. Participant count and selection are TBD. The supplied four weeks are a proposed pilot duration, not a delivery guarantee; discovery may show that prerequisites cannot fit.

    Exclude automated spending approval, policy overrides, changing the configured approver, delegation, escalation, Slack integration, promised approval-time estimates, and new procurement policy. These dependencies do not need to be solved to test the status question and can obscure the learning. Their capabilities remain unknown.

    6. Why might email-only win?

    The product already sends email. Clearer messages could include the request reference, assigned approver, recorded status, and a link to the existing request, subject to confirming permission and notification timing. Email reaches a requester without requiring a new habitual visit. It has lower interface scope and may answer the job adequately.

    Its limitations are also hypotheses: a message may become stale or disconnected from the request, and a requester may not find it when needed. Notification freshness and available message fields are unverified. A status view wins only if its live-source clarity improves the job enough to justify implementation, upkeep, and extra navigation. It must not win because the email comparison is intentionally weak.

    7. What is the differentiation and the contentious trade-off?

    The proposed difference is a shared reference to the current recorded owner and status, versus a message about the request at notification time. This is meaningful only if authoritative-state access and freshness are reliable. The counterargument is that better email and a usable existing request page may accomplish the same outcome with less new surface area.

    More visibility can increase pressure on approvers and drive requests for escalation. The feedback loop shifts from repeated interpersonal status questions toward self-service consultation, but may expose policy or workload bottlenecks. Those are discovery signals, not permission to bypass policy.

    8. How will users discover, adopt, and trust it?

    Proposed discovery is within the existing request context and approved pilot instructions; no new external channel is assumed. A first task asks the requester to identify owner and state for their own request. Trust comes from consistency with authoritative records, explicit unknown/unavailable states, and no claim of approval before a recorded decision. Existing email and approval routes remain available. Accessibility and terminology must be tested with both requesters and approvers.

    9. How will success be measured?

    Use equivalent status-check tasks in counterbalanced prototype sessions for the view and improved email, followed by a limited live comparison only if access and consistency checks work. Do not intentionally alter purchase decisions. Analyze requesters and approvers separately; segment by recorded approval/rejection/no decision, device, and whether the request owner changed, where available.

    Metric / contractBaselineProposed threshold and decision
    Primary: correct owner-and-status answer rate. Numerator: sampled status-check tasks where the user correctly identifies both configured approver and recorded state from the permitted source. Denominator: all assigned tasks, including abandoned/unavailable cases. Unit: task within participant/customer. Source: authoritative test request plus observed answers. Window: session comparison, then the four-week pilotUnknown; interviews are not a performance baselineProposed prototype floor: at least 80% correct in each user role and no policy-boundary errors. Proposed comparative target: at least a 10 percentage-point advantage over improved email. These are design proposals to ratify before testing, not measured or statistically validated targets
    Learning: avoidable chase incidence. Numerator: sampled status-check episodes followed by a question whose owner/status answer was already available; denominator: all sampled episodes. Source: consented diary/observations matched to request state. Window: four-week pilot, reported weeklyUnknown; qualitative reports are not episode countsDirection should favor the view, with reasons reviewed. Do not claim saved hours from a lower question count
    Guardrails: exposure of unauthorized request data; wrong owner/status presentation; any automatic approval or override. Report incident counts and affected tasks / all observed tasks, source: access tests and state reconciliationUnknownProposed zero-tolerance boundaries for unauthorized exposure or authority changes; either stops the test. Wrong-state presentation triggers suspension and investigation
    Burden: additional approver/support contacts and user-reported confusion. Contacts / participating customer-week; confusion rubric from observed tasksUnknownEstablish baseline and acceptable bound before live use; any unresolved material confusion prevents expansion

    Minimum credible exposure and uncertainty assessment remain TBD. Choose task counts and customer diversity after baseline variation is known, before interpreting a comparative win. Clustering by participant and company matters; multiple tasks from one person are not independent customers. An informative small sample can justify another bounded test, not a commercial claim.

    10. What are the economics and operating burden?

    Build cost, ongoing support cost, notification cost, infrastructure cost, customer value, willingness to pay, and retention effects are unknown. Do not compute ROI or monetize qualitative chasing. Estimate prototype, live integration, permission review, accessible UI, maintenance, and support effort for both alternatives before funding. Four-week elapsed scope is not an engineering cost estimate.

    11. What can veto the pilot?

    Value: users actually need faster decisions, not status. Usability: a status label falsely implies a deadline or hides missing information. Feasibility: the assigned approver or state cannot be fetched reliably. Viability: maintaining two surfaces creates conflicting accounts. Security/privacy: request data is exposed to unauthorized people. Policy: the system approves, escalates, or reassigns outside company rules. No legal or security approval is supplied.

    Verify request-level access, authoritative state semantics, notification behavior, and policy wording before live enrollment. Do not infer permissions from the existence of submission and assignment. The initial product is read-only and contains no AI agent; future automation requires a separate authority contract and decision.

    12. What are continue, modify, and stop gates?

    GateEvidence requiredDecisionResponsibility / date
    DiscoveryOwner/state semantics, access boundary, both-option effort estimate, baseline task difficultyContinue to prototype if a safe bounded comparison is feasible; otherwise modify scope or stopProduct/Engineering/Security roles proposed; people and dates unknown
    PrototypeCorrect-answer results by role, comparable email version, source consistency, no policy-boundary errorsContinue to limited live pilot if proposed benefit criteria hold with credible evidence; modify if phrasing/navigation is fixable; prefer email if equivalentDecision-maker unknown; before funding live work
    Four-week live pilotState accuracy, chase episodes, burden, role segments, and agreed exposureContinue only within enrollment if evidence remains incomplete; modify for identifiable usability gaps; stop new view investment if email is equivalent/better or clarity does not change behaviorProduct/Operations roles proposed; review weekly and at pilot end
    ExpansionComparative advantage plus approved access, support, economics, and policy checksSeparate funding/release decision; no automatic scale from prototype successAccountable person and date unknown

    Any unauthorized exposure or authority change stops the test immediately. Rollback disables the experimental view and revised test messaging, returns participants to verified existing flows, and investigates conflicting state. This does not undo spending decisions; none should have been made by this feature.

    Decisions and next actions

    No decision or approval is recorded. Requested now: identify the actual decision-maker, accept or revise the proposed comparison and thresholds, and authorize the smallest discovery/prototype scope. The strongest reason to prioritize email is equal task clarity at lower verified cost.

    Open question / actionProposed responsibility, not assignmentDue / validation evidence
    Name decision owner and funding dateProduct leadership role; identity unknownBefore funding; recorded decision request
    Verify no-decision semantics, request access, and approver freshnessEngineering/Security roles; identities unknownBefore prototype/live gate; state and access tests
    Build a credible improved-email comparisonProduct/Design roles; identities unknownBefore comparative sessions; content and flow review
    Establish sample plan, baseline, and burden boundaryResearch/Data roles; identities unknownBefore test interpretation; predeclared analysis
    Estimate both alternatives and support modelEngineering/Operations roles; identities unknownBefore four-week funding; explicit cost/effort assumptions

    Delivery review performed: Customer job, illustrative quotes, credible email alternative, policy authority, and unverified escalation/delegation are explicit. Customer tests, access checks, economics, and any outcome claims remain unrun or unavailable.

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    About this skill

    What it helps you do

    Test a product idea with a customer press release, tough questions, an evidence check, and an investment recommendation.

    Built for product managers, product leaders, founders, and analytics practitioners who need a concrete work product they can inspect and revise.

    What is included

    • A focused SKILL.md operating workflow with evidence and decision boundaries.
    • Original fictional practice material with explicit source definitions and constraints.
    • A delivery review for the errors that can change the decision.
    • Linked templates or output contracts and a transfer exercise for changed evidence.

    How to use it

    Give your agent the decision, source material, audience, and requested format. Ask it to use this skill. For a first run, use the included fictional practice packet. The agent separates supplied facts from assumptions, produces the deliverable, and checks decision-critical gaps.

    Why this edition

    This paid edition extends the creator's original workflow with task-specific practice material and delivery resources. It is intended to help you produce and review the work, not just fill headings. The listing demo uses fictional evidence; it is not an actual customer result.

    Boundaries

    Works from supplied or authorized evidence; it cannot invent access, facts, benchmarks, or measured business impact. Synthetic fixtures demonstrate the method only. Quality depends on source coverage and the executing agent. Real document page limits require a supported renderer. No customer accounts are required for supplied-context practice. Optional connected research and external writes depend on your tools and authorization.

    How to use

    Skills on Agensi run inside your AI agent. Copy the prompt, paste it into your agent, and it connects to Agensi and installs this skill for you. If a payment is needed, your agent shows it to you first.

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