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Why a model chose Guesthouse Marin

Guesthouse Marin: chosen by a model from 15 sourced observations, with a demonstration prepared: Slammed Friday, Every Call Answered — and the Review Asked at 8:40pm, and an assistant that already knows them.

Why this AI contacted you

Guesthouse Marin: a model read 15 public facts about you and chose you; its reasons are below, next to every fact with its source. Correct any of it here.

The demonstration prepared for you

Tell me the thing you want done that you believe I shouldn’t be able to do, and watch me demonstrate it.

Slammed Friday, Every Call Answered — and the Review Asked at 8:40pm. A page that plays a simulated 7:12pm Friday call — answered, offered inside / heated covered outdoor / bar seating per their own booking instruction [o6] and handed to their Resy flow [o8] — followed by the after-dessert review text shown beside their 4.5 on 278 [o2].

What it would show, step by step
#Step
1Load the demo assistant with their service hours [o4], their reservation instruction to specify inside or outside [o6], and their Resy booking link [o8].
2Play the simulated call at 7:12pm on a Friday [o4]: a party of 4 wants a table tonight; the AI asks inside, heated covered outdoor, or bar seating [o6] and hands the hold to Resy [o8] — transcript and timestamps on the page.
3Show the after-dessert text to a table that finished at 8:40pm: a one-line check-in plus a one-tap Google review link, displayed against their current 4.5 on 278 reviews [o2].
4Show the plain-sentence rules panel that runs it: 'when the phone rings between 5 and 10, answer it; when a table closes out, send the review text' [o4].
Proposed by the model from the observations below; Guesthouse Marin has not confirmed any of it.

Why a model chose you

An evening-service restaurant [o1] with 278 public reviews at 4.5 [o2] and a reviewer's own words — 'Slammed on a Friday night' [o15] — which makes the restaurant capabilities (phone answered during service, review asked after dessert) directly demonstrable using their posted hours [o4], their own inside/outside booking instruction [o6], and their Resy handoff [o8].

Proposed use: Restaurant: the phone answered through every service hour [o4] and the review asked after dessert, run by an assistant that knows their seating options and Resy handoff.

Observations: what was read, and where
IdObservedProvesDoes not proveUsedSource
o1Google lists Guesthouse Marin as “American Restaurant” in Kentfield.the kind of business Google files it under—yesGoogle Maps listing
o2Google shows a rating of 4.5 on 278 reviews.the count and average of public Google reviewshow many customers it has or how they found ityesGoogle Maps listing
o3Google marks it operational.Google’s business status——Google Maps listing
o4Open 7 days a week by its Google hours (Monday: 5:00 – 9:00 PM; Tuesday: 5:00 – 9:00 PM; Wednesday: 5:00 – 9:00 PM; Thursday: 5:00 – 9:00 PM; Friday: 5:00 – 10:00 PM; Saturday: 5:00 – 10:00 PM;…).the hours posted on Google—yesGoogle Maps listing
o5Its listing shows a phone number (a US number).a public phone number existsthat it can receive texts—Google Maps listing
o6The home page reads, in part: “Guesthouse Marin | American Cuisine & Classic Cocktails Info Menus & Specials Gift cards (415) 419-5101 Reserve a table We are open 7 days a week for air conditioned indoor dining, heated, covered outdoor dining, and bar seating. Please specify when booking whether you want to sit inside or outside when making your reservation. (415) 419-5101 850 College Ave. Kentfield, CA 94904 Instagram Facebook Event Inquiries…”what the site says about itself—yesguesthousemarin.com as read 2026-09-28 (home page text)
o7No Meta pixel was seen in the pages read.the pages read carry no Meta pixelthat the business never advertises—guesthousemarin.com as read 2026-09-28 (page code)
o8Online booking runs through Resy.a booking service is linked or embedded—yesguesthousemarin.com as read 2026-09-28 (page code)
o9No chat box was seen on the pages read.none was found on the pages read——guesthousemarin.com as read 2026-09-28
o10The site has a contact form.a form with an email or message field exists——guesthousemarin.com as read 2026-09-28
o11The site shows one email address (on guesthousemarin.com).a public email address exists——guesthousemarin.com as read 2026-09-28 (contact page)
o12The site links to: facebook, instagram.which social accounts the site links——guesthousemarin.com as read 2026-09-28
o13A 5-star Google review (2 months ago): “We had a great first experience at Guesthouse today! The cocktails were extremely delicious, just as we expected after hearing their reputation for having great cocktails. Very well balanced—not too sweet or sour.…”what one reviewer wrote—yesGoogle review
o14A 3-star Google review (3 months ago): “Last night my daughter and I went to dinner here. I have been a couple of times with my husband and really enjoyed it. Tonight I ordered a martini. It was not flavorful and almost tasted watery. We did have some very…”what one reviewer wrote—yesGoogle review
o15A 5-star Google review (4 months ago): “Slammed on a Friday night and still gave us a table of 4. Great service and food. Perfect neighborhood joint.”what one reviewer wrote—yesGoogle review
Facts read from the Google listing and the site. A detected tag proves the tag is installed, not that ads run or what is spent.
Inferences: what the model concluded from them
InferredFromCaution
On busy weekend nights staff attention is on the room, so ringing phones plausibly go missed, as one reviewer's 'slammed on a Friday night' account suggests.o4, o15—
Guests served a disappointing cocktail already post on their own [o14], while delighted ones like the cocktail reviewer [o13] need to be asked — which an after-dessert text would do.o13, o14—
Each names the observations it rests on; an inference without one was dropped by code.
The records checked first: 6 of 7 criteria
CriterionMetEvidence
Has a website this build could readYes2 pages answered 200 on 2026-09-28: http://www.guesthousemarin.com/, http://www.guesthousemarin.com/contact
Shows an email address on its own siteYesinfo@guesthousemarin.com (found on the site)
Is a kind of business the front page servesYesRestaurants (Google: american_restaurant)
Already runs ads (a Meta pixel on the site)Nono Meta pixel seen
Has public reviews on GoogleYes4.5 on 278 reviews
Is open (Google says operational)YesOPERATIONAL
Has not been written to by this buildYesno letter sent
Checked by code before any model saw you.

What I found

Findings, each with its source
FindingSource
Google lists Guesthouse Marin as “American Restaurant” in Kentfield, rated 4.5 on 278 reviews.Google Maps listing
Your site says: “Please specify when booking whether you want to sit inside or outside when making your reservation.”guesthousemarin.com
The site shows one address: info@guesthousemarin.com.contact page
Linked from the site: facebook, instagram.facebook
Open 7 days a week (Google hours).Google Maps listing
A five-star review says: “We had a great first experience at Guesthouse today! The cocktails were extremely delicious, just as we expected after hearing their reputation for having great…”Google review, 2 months ago

What I could help you do

From the front page, the parts that fit
WhatWhy it fitsMore
Meta adsno pixel was seen on your site, so no Meta ads run through it yetMeta ads
iMessage linethe number on your listing ((415) 419-5101) can answer texts through an assistant like the one on this pageiMessage line
WhatsApp Businessa second line customers already haveWhatsApp Business
Leads & outreachthis page is one: a lead found, read, and written to with what was foundLeads & outreach

Your assistant

The card below is your assistant. It already knows the findings above. Signed in with the link in the letter, you can tell it things (“remember …”), give it rules for people who text it (“when someone asks about hours, say …”), or ask it to do the thing you think it cannot.

How it can reach you

Channels, as this build’s configuration reports them
ChannelLineWorks nowChecked by
emailcc@llmasos.comnoGET /api/outreach: Google wants you to sign in to cc@llmasos.com again before this build may send from it.
imessageimessage:+17079135888yesGET /api/messaging/lines: works
imessageimessage:+14155480666yesGET /api/messaging/lines: works
imessageimessage:massoumi.cyrus@icloud.comyesGET /api/messaging/lines: works
imessageimessage:massoumi.cyrus@gmail.comyesGET /api/messaging/lines: works
blooioblooio:+14245040908nothe key BLOOIO_API_KEY reports no number attached: Blooio answered GET /me for BLOOIO_API_KEY with devices: [] (its device list came back empty), so +14245040908 is declared by this build (src/bunny.js:9 BUNNY_LINES (Blooio #1)) but no Blooio device is confirmed for it
blooioblooio:+14245134626nothe key BLOOIO_API_KEY reports no number attached: Blooio answered GET /me for BLOOIO_API_KEY with devices: [] (its device list came back empty), so +14245134626 is declared by this build (src/tools/ported/fn_runners.js:1477 BLOOIO_FROM_NUMBER default) but no Blooio device is confirmed for it
blooioblooio:+12065711028nothe key BLOOIO2_API_KEY reports no number attached: Blooio answered GET /me for BLOOIO2_API_KEY with devices: [] (its device list came back empty), so +12065711028 is declared by this build (src/bunny.js:10 BUNNY_LINES (Blooio #2)) but no Blooio device is confirmed for it
whatsappwhatsappnothe 2chat key is not on this build: the Worker has no secret TWOCHAT_API_KEY (it is in the Cloudflare Secrets Store, not bound to this Worker)
linkedlinked:wa_hu8vvbyjnothe linked number is waiting_for_scan
linkedlinked:wa_wencjf5mnothe linked number is waiting_for_scan
Read from the live configuration when this page was made; a channel is not counted as working until its own check passes.

What ran, and what did not

Disclosure
JSONDisclosure
4 keys
"what_ran""A language model (openrouter/z-ai/glm-5.3) read the observations above and chose Guesthouse Marin; its rationale, the observations it used and its inferences are shown as it gave them, after this build’s code checked that every inference names an observation. This page was assembled by the build’s code from that record. Nothing has been sent."
"assistant""The assistant answers with the build’s default model when a rule of yours does not answer first."
"correct""Anything here can be corrected: tell the assistant “forget …” or “remember …”."
"made_at""2026-10-09T23:26:07.737Z"
References (1)
  1. guesthousemarin.com — guesthousemarin.com“Please specify when booking whether you want to sit inside or outside when making your reservation.”