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  • Social Saturday, September 12, 2026

    Demand in the Real World

    Learning What Your Market Is Telling You

    Four founders, each at a different stage, joined a conversation about how demand appears in the real world — what people say, what they do, who buys, who opens doors, and what the market teaches them.

    Shared by Michele Williams, Michelle Muncy-Silva, Vanessa Chang, and Noemi Reyes
    Hosted by Beth Lyons and Michelle Muncy-Silva for She Leads AI

    Use this playbook to identify the evidence you already have, map the people involved in demand for your offer, set up a way to keep learning from the market, and design your next test.

    Source — Social Saturday Founder Day transcript, September 12, 2026. Developed by She Leads AI.

    1

    Find the Demand Signal

    Identify your strongest evidence of demand. State what it supports and what remains unproven.

    Demand Evidence Ladder

    1Problem evidencePeople experience the problem. This supports investigation. It does not prove they will act.
    2Conversation evidencePeople discuss the problem, add information, or make relevant introductions.
    3Interest evidencePeople take a small action, such as joining a waitlist or agreeing to test.
    4Behavior evidencePeople invest meaningful time, effort, access, or reputation in the offer.
    5Purchase evidenceSomeone pays or formally commits resources.
    6Expansion evidenceA current customer requests more, renews, expands use, or refers others.

    Founder Vignettes

    Michele Williams

    Michele described an approximately two-month pilot for an organization with a workforce-learning need. People connected with the client then asked about additional courses. Those requests supplied evidence of interest in expanding the work.

    MS.Works · 46:19–59:45
    Michelle Muncy-Silva

    Conversations narrowed Data Parity AI toward healthcare transcription. Michelle also found that some organizations recognized the problem without prioritizing it enough to act. Those conversations informed her search for better-aligned buyers.

    Data Parity AI · 1:04:03–1:20:08

    Apply It

    Evidence
    Describe the strongest action or event.
    Source
    Name the person or organization that took the action.
    Investment
    Record the attention, time, access, reputation, money, or other resource they committed.
    Evidence supports
    State what the evidence confirms.
    Still unproven
    State what the evidence does not yet support.
    Completion standard

    State your strongest demand evidence and the specific claim it supports.

    2

    Map the Demand System

    Identify the people who use, purchase, or connect others to your offer. Select one group for the next test.

    UserIdentify the person who experiences or uses the offer. Record the problem, its urgency, the current alternative, and what could prompt a change.
    PurchaserIdentify the person who controls or approves the purchase. Record the desired outcome, buying risks, and sources of information.
    ConnectorIdentify people or organizations with relevant trust or access. Record whom they influence and the introduction or action they could provide.

    Founder Vignette

    Vanessa Chang

    Vanessa identified older adults as Bernie’s primary users and adult children or caregivers as potential purchasers. Financial planners, senior-living professionals, physical therapists, and other trusted advisers could introduce the service. The potential purchase and referral roles extended beyond the person using Bernie.

    Bernie · 1:22:47–1:43:57

    Build the Demand System

    RecordUserPurchaserConnector
    Person or group
    Problem noticed
    Action trigger
    Where they gather
    Who they trust
    Requested action

    Select the group that provides the shortest credible path to stronger demand evidence.

    Priority group
    Reason
    Completion standard

    Identify one user, one purchaser, at least two credible connectors, and a priority group.

    3

    Build the Demand Loop

    Connect visibility and outreach to an observable action, then use the response to revise the next test.

    Show → Ask → Observe → Adjust → Repeat
    ShowPlace the offer, problem, or point of view where the selected audience can encounter it.
    AskRequest one observable action, such as an introduction, a product test, or a purchase.
    ObserveRecord behavior separately from compliments and general interest.
    AdjustChange the audience, message, offer, channel, or ask when the evidence warrants it.
    RepeatRun the loop again using the new information.

    Founder Vignette

    Noemi Reyes

    Noemi described releasing products before she considered them finished, inviting beta testers, and refining features using feedback. She also identified a separate visibility gap — her work had stayed private, and she planned to develop a stronger public presence.

    Consulting, Magister, and Semestar · 1:45:58–2:00:34; 2:05:14–2:06:12

    Check Capacity

    Confirm that you can respond if the test succeeds.

    Delivery capacity
    Record available capacity for new clients, users, or pilots.
    Response time
    Record how quickly you can respond to interest.
    Volume limit
    Record how many new clients or users you can absorb.
    Operational constraint
    Record constraints that could affect the test.

    Build One Demand Loop

    Show
    Audience
    Ask
    Observable signal
    Likely adjustment
    Next repetition date
    Completion standard

    Describe one complete loop, identify capacity limits, and set the next repetition date.

    4

    Run the 30-Day Demand Test

    Define one test before you begin. Set an observable evidence threshold and a review date.

    Complete the exercise the hosts did not reach during Founder Day.

    Demand question
    State the specific question the test must answer.
    Audience and specific group
    Select User, Purchaser, or Connector. Name the group.
    Primary channel
    Choose one channel that can answer the demand question.
    Requested behavior
    Define the action you will ask people to take.
    Evidence threshold
    Define the observable result that will count as a meaningful signal.
    Review date
    Set the date when you will review the evidence.

    Review the Evidence

    ContinueEvidence supports another cycle or greater investment.
    ChangeEvidence supports the opportunity, but the audience, offer, message, ask, or channel needs revision.
    StopEvidence does not support additional investment in the current test.
    ☐ Continue ☐ Change ☐ Stop
    Next action
    Completion standard

    Complete every test field. At the review date, record the decision and next action.

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    Anne Murphy

    Anne Murphy

    Founder & CEO, She Leads AI and Empowered Fundraiser. This playbook was built from the September 12 Founder Day session with the She Leads AI agent team. Social Saturday is no cost for all women, every week. Recordings and full builds are a She Leads AI Society member benefit.

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