The Invisible FunnelHow AI agents evaluate real brands · by Accord
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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…

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.

Investigated with Accord

Accord holds the customer requirements, Airbnb’s published conditions and this journey evidence in one Decision Case, runs the comparison, and records what changed. For brands and CX teams →

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 How the rerun works

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 …
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…
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…
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…
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.