The Invisible FunnelIndependent research on how agents research, compare and choose on behalf of customers

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Airbnb

I told the agent I need a real refund. It wouldn’t book anything, Airbnb included.

In five journeys the agent recommended no accommodation: the seven-night total and the free-cancellation deadline could not be established from any provider’s own pages, Airbnb included.

Open-market search One-week stay for two with refund certainty required · tested 2026-09-20

5 customer-agent journeys

Decision trace (one journey)

no memorybrand page reachedobserved2026-09-20
  1. 1Customer missionAirbnb decision — customer with no relevant memory
    • total ≤ $1800 for 7 nights all-in (cleaning+service+taxes)
    • refund to original payment method (not credit) for a 10-day-before cancellation
    • free cancellation until at least 7 days before check-in
    • human phone support during stay (preference)
  2. 2Evidence8 searches, 15 pages: airbnb.com, booking.com, vrbo.com, help.vrbo.com +3
    • refund original payment: Airbnb's Help Center states cancellation refunds are issued to the original paym brand page
  3. 3BeliefCould not establish: total price usd; free cancellation days before; human phone support
  4. 4DecisionNot selected: a decisive fact stayed unresolvedNONENo candidate could be verified against the required $1800 all-in 7-night total or a listing-specific cancellation deadline, because every OTA/hotel page that would show t…
run-f84f7414Open decision trace →

Why Airbnb was not selected

  • Refund or cancellation condition unresolved4/5
  • Action budget ran out on the brand site1/5

One label per journey, from the record. By recorded outcome: not selected: a decisive fact stayed unresolved 4 · ran out of page reads before deciding 1.

Same task, different memory

0/2selected, no memory
0/3selected, with memory
0 ppdifference

Memory did not change the outcome in these journeys; see what it changed on the Memory page.

Journeys without a readable brand-owned page

0 of 5

All journeys ran on 2026-09-20; a time series needs more than one day of testing.
Selection by day

0 of 5

All journeys ran on 2026-09-20; a time series needs more than one day of testing.

Where its facts came from

0

decisive beliefs about Airbnb taken from a page that is not the brand’s own, or from a brand page that refused the agent; 0 journeys met a bot wall on the brand site.

What this does not establish: that Airbnb generally wins or loses customers this way, or that changing one page would change these decisions. It establishes what happened in these 5 journeys.

The numbers

5journeys
4considered
0selected
4not selected
5/5reached a readable Airbnb page
Refund or cancellation condition unresolvedmost common reason not selected · 4/5

5 customer-agent journeys. Airbnb entered consideration in 4. It was selected in 0 and not selected in 4. In 0, no readable Airbnb-owned page was reached.

View strongest trace → Open story and traces →

What remains unresolved

  • Refund or cancellation condition unresolved: 4 of 5 journeys
  • Action budget ran out on the brand site: 1 of 5 journeys
  • total price usd left unresolved in 4 of 5 journeys
  • free cancellation days before left unresolved in 4 of 5 journeys
  • human phone support left unresolved in 3 of 5 journeys

What could be tested

The same customer missions, run again with the open condition readable on Airbnb’s own pages, against these 5 journeys as the baseline. That is a comparison, not a guess: same customer, same requirements, one change.

Work at Airbnb?

Send us the source the agent couldn’t find. We’ll rerun the same customer and publish the before/after. Send the source

Decisions

All journeys

with memorybrand page reachedobserved2026-09-20
  1. 1Customer missionAirbnb decision — same customer with relevant memory
    • total for 7 nights, all-in (cleaning + service fees + taxes), must be ≤ $1800 USD
    • refund for a cancellation 10 days before check-in must be money to the original payment me…
    • free cancellation must remain available up to at least 7 days before check-in (cutoff ≤7 d…
    • preference: a human reachable by phone during the stay if something goes wrong
    Remembers: “In 2025 an airline cancelled the customer's flight and paid the refund as a voucher that expired unused; the customer lo”
  2. 2Evidence9 searches, 15 pages: help.vrbo.com, booking.com, stayotium.com, hotels.com +1
    • refund original payment: Airbnb's general policy: eligible refunds are sent to the original payment metho brand page
  3. 3BeliefCould not establish: total price usd; free cancellation days before; human phone support
  4. 4DecisionNot selected: a decisive fact stayed unresolvedNONENo single candidate could be verified, from the provider's own readable pages, on all three required facts together (all-in 7-night total ≤$1800, exact free-cancellation …
run-aad95753Open decision trace →
no memorybrand page reachedrefused by vacasa.com, marriott.comobserved2026-09-20
  1. 1Customer missionAirbnb decision — customer with no relevant memory
    • Warm-weather destination reachable by flight from Chicago, 7 nights in second week of Nove…
    • Total for 7 nights including cleaning/service fees and taxes must be ≤ $1800 (not disclose…
    • Free cancellation must remain available until at least 7 days before check-in
    • A cancellation made 10 days before check-in must be refunded as money to the original paym…
  2. 2Evidence6 searches, 18 pages: vrbo.com, booking.com, airbnb.com, expedia.com +3
    • refund original payment: Airbnb's platform-wide policy states guest-cancellation refunds go to the origin brand page
  3. 3BeliefCould not establish: total price usd; free cancellation days before; human phone support
  4. 4DecisionNot selected: a decisive fact stayed unresolvedNONENo specific, currently-available listing or hotel rate could be verified against all required facts using only the provider's own pages. Airbnb, Vrbo, Booking.com, Expedi…
run-7eb9dd9bOpen decision trace →
with memorybrand page reachedobserved2026-09-20
  1. 1Customer missionAirbnb decision — same customer with relevant memory
    • total for 7 nights incl. cleaning/service fees and taxes <= 1800 USD
    • cancellation 10 days before check-in refunded in money to original payment method, not tra…
    • free cancellation available until at least 7 days before check-in
    • human reachable by phone during the stay if something goes wrong (preference)
    Remembers: “In 2025 an airline cancelled the customer's flight and paid the refund as a voucher that expired unused; the customer lo”
  2. 2Evidence3 searches, 19 pages: vrbo.com, booking.com, airbnb.com, news.airbnb.com
    • refund original payment: Airbnb states: 'We'll automatically send any eligible refund to the payment meth brand page
    • human phone support: Airbnb offers an in-app 'Urgent Support Line' giving 'direct access within 30 se brand page
  3. 3BeliefCould not establish: total price usd; free cancellation days before
  4. 4DecisionNot selected: a decisive fact stayed unresolvedNONETwo Airbnb entire-apartment/guest-suite listings in San Juan, Puerto Rico (a warm, USD, no-passport-needed destination reachable from Chicago) appeared on Airbnb's own se…
run-afd7e1a4Open decision trace →
no memorybrand page reachedobserved2026-09-20
  1. 1Customer missionAirbnb decision — customer with no relevant memory
    • total ≤ $1800 for 7 nights all-in (cleaning+service+taxes)
    • refund to original payment method (not credit) for a 10-day-before cancellation
    • free cancellation until at least 7 days before check-in
    • human phone support during stay (preference)
  2. 2Evidence8 searches, 15 pages: airbnb.com, booking.com, vrbo.com, help.vrbo.com +3
    • refund original payment: Airbnb's Help Center states cancellation refunds are issued to the original paym brand page
  3. 3BeliefCould not establish: total price usd; free cancellation days before; human phone support
  4. 4DecisionNot selected: a decisive fact stayed unresolvedNONENo candidate could be verified against the required $1800 all-in 7-night total or a listing-specific cancellation deadline, because every OTA/hotel page that would show t…
run-f84f7414Open decision trace →
with memorybrand page reachedobserved2026-09-20
  1. 1Customer missionAirbnb decision — same customer with relevant memoryRemembers: “In 2025 an airline cancelled the customer's flight and paid the refund as a voucher that expired unused; the customer lo”
  2. 2Evidence12 searches, 10 pages: airbnb.com, help.vrbo.com, secure.booking.com, vrbo.com +1
  3. 3BeliefNothing established about the brand
  4. 4DecisionRan out of page reads before decidingNo decision: the action budget ran out after 10 page reads.
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