Stories · Customer-side decisions study
Who informs the agent before you do?
In 43 research runs, agents recorded 307 claims. Two hundred were marked as not verified on a brand-owned page. That does not mean those claims were wrong. It means the brand’s own page was not where the record established them.
Field observations · 43 runs · same dataset Published 28 September 2026 · runs recorded 13–14 September 2026 · research agents on consumer tasks, not customer traffic · How we know
One customer question, several information sources
- Customer questionA telecom research taskResearch run r002, recorded 2026-09-13.
- Comparison siteCricket Wireless plan priceupphone.com“Exact 3-line price for Cricket Select Unlimited: $90/month total ($30/line), taxes included, no hotspot on that tier.”
- Review siteMint Mobile customer supportreviews.org“Confirmed Mint Mobile does have a live phone support line (1-800-683-7392, limited hours) but reaching an agent requires going through automated menus first.”
- Model memory (no page visited)Large carriers’ prices“General knowledge that full postpaid unlimited plans for 3 lines from AT&T, Verizon and T-Mobile typically total well over $120/month once taxes, fees and per-line surcharges are added, even with autopay/paperless discounts.”
- RecommendationMetro by T-Mobile, with Cricket Wireless as backup“Metro by T-Mobile (3-line Unlimited, ~$75/mo) as primary; Cricket Wireless (3-line Select Unlimited, ~$90/mo) as backup alternative”
In a telecom run, the agent’s record named a comparison site as the source for a Cricket Wireless plan price. It named a review site for information about Mint Mobile’s customer support. For its view of several large carriers’ prices, it referred to general model knowledge.
Those are three different routes into a decision: another publisher’s page, a review and remembered information. They should not be treated as one source—or assumed to be equally reliable.
The run recommended Metro by T-Mobile as its primary option and Cricket Wireless as a backup. The source entries show what the agent said informed its research; they do not isolate the causal contribution of any one source.
Elsewhere, the records include regulators and travel comparison sites. Some claims not checked on a brand’s own property concern general rules rather than a specific company. “Outside the brand’s website” is not another way of saying “misinformation.”
Why this matters commercially
An enterprise can know exactly what it published and still not know which version of its offer the customer’s agent assembled.
The decision environment includes information the brand owns, information others publish and information the model brings with it. That is relevant to acquisition, product positioning and customer expectations—not just search visibility.
For a CX leader, a useful question is: what might the customer’s agent already believe before the first conversation begins?
What we observed
- 307 claims were recorded across the 43 runs.
- 200 were marked as not verified on a brand-owned page.
- Of those 200, 189 were also marked decision-shaping in the records.
The claims are not 307 independent customer decisions. A single run can contain several claims, and the same fact can recur in several runs.
How we know
The supplied research records contain the source URL where available, source type, reported readability and the agent’s explanation of what it took from the source. Information identified as model memory has no visited-page URL and must remain separately labelled.
These are recorded source attributions, not an independent audit of every underlying fact or a complete network log. Historical quoted prices and policy descriptions are shown as what the agent recorded then, not as current consumer guidance.
Open the record
The telecom record behind the example above, with every source entry and claim as recorded. Model memory has no visited-page URL and stays labelled separately.
TelecomMetro by T-Mobile (3-line Unlimited, ~$75/mo) as primary; Cricket Wireless (3-line Select Unlimited, ~$90/mo) as backup alternative
Companies considered
| Company | Outcome | Brand page | Agent’s recorded explanation |
|---|---|---|---|
| Metro by T-Mobile | Kept | Readable page loaded | Not eliminated - recommended as primary option: cheapest 3-line total under the $120 ceiling, phone support, month-to-month, no membership required. |
| Cricket Wireless | Kept | Readable page loaded | Not eliminated - recommended as backup alternative on AT&T's network, also under budget with phone support and no membership required. |
| Consumer Cellular | EliminatedNot investigated | No readable page | Reputed for strong live phone support, but could not confirm an actual 3-line total price on the carrier's own site (fetch 404'd) or on comparison sites within the scope of this research, so it was not verified to fit the $120 ceiling. |
| Mint Mobile | EliminatedTerms | No readable page | Best pricing depends on paying for 3/6/12 months upfront in a lump sum, which conflicts with the household's preference for plans that are refundable or cancellable without penalty. |
| Visible | EliminatedSupport | No readable page | Support is chat/app-based with no dedicated live phone-support line, which conflicts with the household's requirement to reach a real person by phone. |
| Google Fi | EliminatedSupport | No readable page | Support model leans on in-app chat rather than traditional phone support. |
| Straight Talk | EliminatedSupport | No readable page | Customer support is centered on chat/forums with inconsistent, hard-to-reach phone support. |
| AT&T (postpaid) | EliminatedPrice | No readable page | Standard postpaid unlimited plans for 3 lines run well over the $120/month all-in ceiling once taxes and fees are added. |
| Verizon (postpaid/prepaid) | EliminatedPrice | No readable page | Standard postpaid unlimited plans for 3 lines run well over the $120/month all-in ceiling once taxes and fees are added; best prepaid pricing also often depends on a Verizon +play/Visible+ style membership. |
| T-Mobile (postpaid) | EliminatedPrice | No readable page | Standard postpaid unlimited plans for 3 lines run well over the $120/month all-in ceiling once taxes and fees are added. |
| US Mobile | EliminatedNot investigated | No readable page | Considered as a possible MVNO option but not investigated in depth within the scope of this research once two clearly-fitting, well-supported options (Metro, Cricket) were confirmed. |
| Boost Mobile | EliminatedNot investigated | No readable page | Considered as a possible low-cost prepaid option but not investigated in depth within the scope of this research once two clearly-fitting, well-supported options (Metro, Cricket) were confirmed. |
Sources the agent reported using
- Brand’s own page cricketwireless.com · about Cricket Wireless · marked decision-shapingConfirmed Cricket's multi-line unlimited pricing structure, AutoPay discount, activation fees, and 24/7 chat plus phone/Contact Us support options.
- Comparison site upphone.com · about Cricket Wireless · marked decision-shapingExact 3-line price for Cricket Select Unlimited: $90/month total ($30/line), taxes included, no hotspot on that tier.
- Brand’s own page metrobyt-mobile.com · about Metro by T-Mobile · marked decision-shaping3-line unlimited pricing tiers ($75/$110/$130 with AutoPay), confirmation taxes/fees are included, and a published customer-support phone number (1-888-863-8768).
- Review site reviews.org · about Mint Mobile · marked decision-shapingConfirmed Mint Mobile does have a live phone support line (1-800-683-7392, limited hours) but reaching an agent requires going through automated menus first.
- Comparison site knowyourmobile.com · about Consumer Cellular · marked decision-shapingConfirmed AARP membership is not required for service (only a small extra discount), and that Consumer Cellular is known for a phone-support-first model, but did not give an actual 3-line total price.
- Comparison site wirefly.com · about Consumer CellularPage loaded but was a generic comparison-tool shell with no actual Consumer Cellular 3-line prices.
- Brand’s own page consumercellular.com · about Consumer CellularAttempted fetch returned a 404; could not load Consumer Cellular's own current plan page.
- Brand’s own page metrobyt-mobile.com · about Metro by T-MobileAttempted fetch returned a 404; superseded by the working /onlineplans URL on the same domain.
- Model memory (no page visited) · about Visible · marked decision-shapingGeneral knowledge that Visible's customer support is primarily chat/app-based with no dedicated live inbound phone-support line for routine issues.
- Model memory (no page visited) · about Google Fi · marked decision-shapingGeneral knowledge that Google Fi support leans heavily on in-app messaging/chat rather than traditional phone-call support.
- Model memory (no page visited) · about Straight Talk · marked decision-shapingGeneral knowledge that Straight Talk/Total Wireless support is centered on chat and community forums, with phone support that is inconsistent and hard to reach.
- Model memory (no page visited) · marked decision-shapingGeneral knowledge that full postpaid unlimited plans for 3 lines from AT&T, Verizon and T-Mobile typically total well over $120/month once taxes, fees and per-line surcharges are added, even with autopay/paperless discounts.
Recorded claims (9)
- Metro by T-Mobile's 3-line Unlimited plan costs about $75/month with AutoPay, with sales tax and regulatory fees included in that price. Verified on brand page decision-shaping
- Metro by T-Mobile publishes a customer-support phone number (1-888-863-8768) in addition to chat and store support. Verified on brand page decision-shaping
- Cricket Wireless's Select Unlimited plan for 3 lines costs $90/month total ($30/line), with taxes included in the quoted price. Not verified on brand page decision-shaping
- Cricket Wireless offers 24/7 chat support plus phone and 'Contact Us' support options. Verified on brand page decision-shaping
- Mint Mobile requires purchasing service in 3/6/12-month prepaid blocks to get its lowest advertised per-month price. Not verified on brand page decision-shaping
- Mint Mobile does offer a live phone-support number, but reaching a live agent requires navigating an automated system first, and support hours are limited. Not verified on brand page decision-shaping
- Visible's customer support is primarily chat/app-based, without a dedicated live inbound phone-support line for routine account issues. Not verified on brand page decision-shaping
- AARP membership is not required to sign up for Consumer Cellular service; it only provides a small extra discount. Not verified on brand page
- Standard postpaid unlimited plans for 3 lines from AT&T, Verizon, and T-Mobile typically total well over $120/month after taxes and fees, even with autopay/paperless billing discounts applied. Not verified on brand page decision-shaping
Research run r002 · recorded 2026-09-13 (timestamp as stored in the export, not independently verified) · structured research record, not a complete browser trace · permalink
Open all 43 research records → · Eliminations (CSV) · Claims (CSV)
Continue: Four agents kept notes. All four chose a local bank. →
Research and editorial interpretation: Amine El Afrit. The companies named are the subjects of observations, not sponsors or endorsers of the research. Corrections to factual descriptions or source attribution: [email protected].
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The Invisible Funnel (2026). "Who informs the agent before you do?" https://whatagentschoose.com/stories/who-informs-the-agent/<a href="https://whatagentschoose.com/stories/who-informs-the-agent/"><img src="https://whatagentschoose.com/og/story-who-informs-the-agent.png" alt="Who informs the agent before you do?" width="600" height="315"></a>