CompleteLive fetchLive investigation · started Oct 4, 2026, 12:11 AM UTC

polarseltzer.com

Goal: Help people discover the Lemon flavor and find where to buy it.

Pages Matt MCP inspected: 7
Issues verified: 7
New processing time: 4 min 8 s
Provider cost recorded: $0.0960
Loaded this report in: 81 ms

Investigation stagesbusinesspagesproblemsdemandresultsevidenceworkproposalShow details

Understand the business · donePolar Seltzer: Flavored and unflavored sparkling seltzer water. The navigation also lists product lines named Seltzer Jr, Seltzer'ade, Expedition and Limited Edition, plus merchandise.
Inspect pages · done7 page(s) inspected from raw HTML
Identify repeated problems · done2 finding(s), 7 verified issue(s)
Research demand · done60 queries (30 with volume, 30 unknown)
Examine search results · done6 SERP(s), 2 competitor page(s)
Incorporate Profound evidence · doneLive Profound data for “Polar Seltzer” in “SF Hackathon Participant 23 - CPG” (2026-09-26 – 2026-10-02 (7 days, Eastern Time))
Prioritize work · doneTop action: Improve the shared product page template, piloting on Lemon
Prepare a page proposal · doneProposal prop_runf90ad25_lemon for /lemon/

What should we do first, and why?

Improve the shared product page template, piloting on Lemon

Shared product page template (/lemon/, /lime/, /blueberry-lemon/)

Why this comes first

Ranks above “Add context to /seltzers/” because it is more relevant to the stated goal (M8.1 precedence).

Observed problem: 2/4 titles follow “{Name} - Polar Seltzer”; 4 descriptions are under 60 characters. 4/4 pages have no H1. 4/4 pages have under 120 words of page-specific text. 4 pages reference a shared asset that failed verification. 4 pages use generic calls to action (“Find”, “FIND”).
Proposed action: Give each page a descriptive title and description in customer vocabulary, a real H1, an introduction built from verified facts on the page, readable fact sections, links to related pages and a labeled purchase path. Fix or remove broken shared assets rather than inventing replacements.
Customer question or intent: “polar seltzer lime” (590/mo, product)
Confidence: high in the observation. Matt MCP inspected 4 product page(s): /lemon/, /lime/, /blueberry-lemon/, /pink-apple-lemon/.Outcome uncertainty: Better pages do not guarantee rankings, traffic or AI citations.

Verified affected pages

/lemon//lime//blueberry-lemon//pink-apple-lemon/

Possible rollout (not verified)

20 pages are listed on /seltzers/ (collection membership); 4 were inspected and verified. The rest are possible rollout, not verified.

Effort — planning estimate

M · Planning estimate: one template change plus per-page copy review.

Facts needing confirmation

Approved descriptive copy for each page
Any product facts not shown on the current page

Evidence · method rules M3.1 M3.2 M2.3 M8.1 M8.2

Add context to /seltzers/

/seltzers/

Why this comes first

Ranks above “Connect product pages to the existing store finder” because it is more verified defects (M8.1 precedence).

Observed problem: 38 words of page-specific text. 20 of 20 links have no text label.
Proposed action: Add a short introduction in customer language and text labels for every linked item, using only names verified on the page.
Customer question or intent: Demand not measured in this run
Confidence: medium in the observation. Single page.Outcome uncertainty: Better pages do not guarantee rankings, traffic or AI citations.

Verified affected pages

/seltzers/

Possible rollout (not verified)

Single page.

Effort — planning estimate

S · Planning estimate: one page.

Facts needing confirmation

Approved descriptive copy for each page
Any product facts not shown on the current page

Evidence · method rules M3.2 M8.1 M8.2

Connect product pages to the existing store finder

Product pages → /find/

Why this comes first

Last of the top three under M8.1 precedence.

Observed problem: Product pages reach the existing finder only through a generic call to action.
Proposed action: Replace the generic button with a labeled purchase section and measure product-to-finder clicks. Keep product-level availability conditional until confirmed.
Customer question or intent: “polar seltzer near me” (170/mo)
Confidence: medium in the observation. Finder discovered; product-level filtering not verified.Outcome uncertainty: A clearer path cannot guarantee nearby availability.

Verified affected pages

/find/

Possible rollout (not verified)

Applies with the product template.

Effort — planning estimate

S · Planning estimate: shared component change.

Facts needing confirmation

Whether the finder can filter by product

Evidence · method rules M6.1 M8.1 M8.2

What each source changed

Website inspectionLive fetch
Website inspection identified what to fix
- Shared product page template issues: repeated metadata, no h1, sparse content, broken asset, generic cta
- /seltzers/ lists 20 pages with little context: sparse content, image only links
Google demand & SERPsLive fetch
Google demand informed vocabulary and sequencing
- Improve the shared product page template, piloting on Lemon: “polar seltzer lime” (590/mo, product)
- Connect product pages to the existing store finder: “polar seltzer near me” (170/mo)
ProfoundCached response
Live Profound data showed where the brand appears in AI answers
- Polar Seltzer appears in 19.3% of tracked AI answers (7 days)
- Lowest visibility: “What are the best drinks to replace sparkling hard seltzer if I'm going alcohol-free?” (0.0%)
- 17 owned page(s) cited; most cited polarseltzer.com/limitededition

Query-to-page mapping25

Query	Intent	Avg monthly	Page	Decision	Reason
polar beverages seltzer	brand	27,100	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer	brand	27,100	polarseltzer.com	Serves	Existing page names this subject.
flavored seltzer water	category	18,100	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer flavors	brand	2,900	polarseltzer.com	Serves	Existing page names this subject.
what is the difference between seltzer and sparkling water	information	2,900	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer jr	brand	720	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer lime	product	590	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer'ade	brand	390	polarseltzer.com	Serves	Existing page names this subject.
is polar seltzer healthy	information	260	polarseltzer.com	Serves	Existing page names this subject.
lemon seltzer water	category	260	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer variety pack	product	260	polarseltzer.com	Serves	Existing page names this subject.
polar lemon seltzer	product	210	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer lemon	product	210	polarseltzer.com	Serves	Existing page names this subject.
best seltzer brands	comparison	170	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer near me	purchase	170	polarseltzer.com	Serves	Existing page names this subject.
where is polar seltzer made	information	140	polarseltzer.com	Serves	Existing page names this subject.
lemon flavored sparkling water	category	110	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer merchandise	brand	70	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer store locator	purchase	70	polarseltzer.com	Serves	Existing page names this subject.
does polar seltzer have sugar	information	50	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer natural flavors	information	50	polarseltzer.com	Serves	Existing page names this subject.
does polar seltzer have sodium	information	30	polarseltzer.com	Serves	Existing page names this subject.
best lemon seltzer	comparison	20	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer caffeine	information	20	polarseltzer.com	Serves	Existing page names this subject.
polar seltzer expedition	brand	20	polarseltzer.com	Serves	Existing page names this subject.

Google Ads estimates for the market and period on the source evidence. Missing volume is unknown, not zero; rows are never summed into total demand (M4.2).

Page findings2

Shared templateShared product page template issues

Sample: Matt MCP inspected 4 product page(s): /lemon/, /lime/, /blueberry-lemon/, /pink-apple-lemon/.

repeated_metadata — 2/4 titles follow “{Name} - Polar Seltzer”; 4 descriptions are under 60 characters.
no_h1 — 4/4 pages have no H1.
sparse_content — 4/4 pages have under 120 words of page-specific text.
broken_asset — 4 pages reference a shared asset that failed verification.
generic_cta — 4 pages use generic calls to action (“Find”, “FIND”).

Single page/seltzers/ lists 20 pages with little context

Sample: Single page.

sparse_content — 38 words of page-specific text.
image_only_links — 20 of 20 links have no text label.

Pages Matt MCP inspected7

Page	Type	HTML title	H1	Words	Inspected
polarseltzer.com	Homepage	Polar Seltzer \| Refreshingly Natural \| Family Made Since 1882 \| Sparkling Seltzer Water	none	193	Raw HTML · HTTP 200
/lemon/	Product page	Lemon - Polar Seltzer	none	17	Raw HTML · HTTP 200
/lime/	Product page	Lime - Polar Seltzer	none	16	Raw HTML · HTTP 200
/blueberry-lemon/	Product page	Polar Seltzer Blueberry Lemon	none	17	Raw HTML · HTTP 200
/pink-apple-lemon/	Product page	Polar Seltzer Pink Apple & Lemon	none	19	Raw HTML · HTTP 200
/seltzers/	Collection	Seltzers - Polar Seltzer	none	38	Raw HTML · HTTP 200
/find/	Store finder	Find Polar Seltzer \| Locate Stores Near You - Polar Seltzer	none	17	Raw HTML · HTTP 200

Source evidence27

Website inspection · 11

Live fetchev_8811136e25c6

Raw HTML inspection: /

HTTP 200. Title: Polar Seltzer | Refreshingly Natural | Family Made Since 1882 | Sparkling Seltzer Water · Description: Polar Seltzer has been family-made since 1882. Crafted with water, bubbles and great taste, Polar Seltzer sparkling water is naturally calorie-free. · H1: (none) · SHOP NOW Naturally… No Calories No Sugar No Sweeteners No Sodium No Caffeine Gluten-Free Vegan Family Made Since 1882 About Our Water Quality Shop Amazon Shop Merch Just water, bubbles and great taste. FAMILY MADE SINCE 1882 polarseltzer 1,416 Just like two friends, two things can be different but still right. 👯‍♀️ 🛒 link in bio ✨ #Besties #SparklingWater #Hydration 48 0 Open post by polarseltzer with ID 18246263080309408 Fall into the season of crisp mornings, apple everything, scarves, and socks making their long-awaited return. 🍂 What did we miss? #AppleSeason #FallVibes #SweaterWeather

Source: polarseltzer.com/
Retrieved: Oct 4, 2026, 12:11 AM UTC

Raw HTML; content rendered only by JavaScript may be missing.

Live fetchev_6f4846b819c5

Raw HTML inspection: /lemon/

HTTP 200. Title: Lemon - Polar Seltzer · Description: Lemon Polar Seltzer · H1: (none) · Ingredients: Carbonated water, natural flavors. · Attributes: Calorie-Free, Sodium-Free, Gluten-Free, Vegan, Kosher · PrevPreviousGeorgia Peach NextLimeNext Lemon INGREDIENTS Carbonated water, natural flavors. NUTRITIONAL FACTS Calorie-Free Sodium-Free Gluten-Free Vegan Kosher FIND

Source: polarseltzer.com/lemon/
Retrieved: Oct 4, 2026, 12:11 AM UTC

Raw HTML; content rendered only by JavaScript may be missing.

Live fetchev_8792fe0cccaf

Raw HTML inspection: /lime/

HTTP 200. Title: Lime - Polar Seltzer · Description: Lime Polar Seltzer · H1: (none) · Ingredients: Carbonated water, natural flavors. · Attributes: Calorie-Free, Sodium-Free, Gluten-Free, Vegan, Kosher · PrevPrevious NextNext Lime INGREDIENTS Carbonated water, natural flavors. NUTRITIONAL FACTS Calorie-Free Sodium-Free Gluten-Free Vegan Kosher FIND

Source: polarseltzer.com/lime/
Retrieved: Oct 4, 2026, 12:12 AM UTC

Raw HTML; content rendered only by JavaScript may be missing.

Live fetchev_b25a45979716

Raw HTML inspection: /blueberry-lemon/

HTTP 200. Title: Polar Seltzer Blueberry Lemon · Description: Blueberry Lemon Polar Seltzer · H1: (none) · Ingredients: Carbonated water, natural flavors. · Attributes: Calorie-Free, Sodium-Free, Gluten-Free, Vegan, Kosher · PrevPrevious NextNext Blueberry Lemon INGREDIENTS Carbonated water, natural flavors. NUTRITIONAL FACTS Calorie-Free Sodium-Free Gluten-Free Vegan Kosher FIND

Source: polarseltzer.com/blueberry-lemon/
Retrieved: Oct 4, 2026, 12:12 AM UTC

Raw HTML; content rendered only by JavaScript may be missing.

Live fetchev_7ee29c3064d9

Raw HTML inspection: /pink-apple-lemon/

HTTP 200. Title: Polar Seltzer Pink Apple & Lemon · Description: Polar Seltzer Pink Apple & Lemon | Fan Favorite 2020 · H1: (none) · Ingredients: Carbonated water, natural flavors. · Attributes: Calorie-Free, Sodium-Free, Gluten-Free, Vegan, Kosher · PrevPrevious NextNext Pink Apple & Lemon INGREDIENTS Carbonated water, natural flavors. NUTRITIONAL FACTS Calorie-Free Sodium-Free Gluten-Free Vegan Kosher FIND

Source: polarseltzer.com/pink-apple-lemon/
Retrieved: Oct 4, 2026, 12:13 AM UTC

Raw HTML; content rendered only by JavaScript may be missing.

Live fetchev_af083c482677

Raw HTML inspection: /seltzers/

HTTP 200. Title: Seltzers - Polar Seltzer · Description: Our collection of Polar Seltzers · H1: (none) · Blackberry Mango Black Cherry Cranberry Lime Georgia Peach Cranberry Clementine Pink Apple & Lemon Strawberry Watermelon Raspberry Lime Lime Mandarin Pomegranate Lemon Orange Vanilla Ruby Red Grapefruit Ginger Lime Mule Toasted Coconut Original Vanilla Pineapple Pomelo Blueberry Lemon

Source: polarseltzer.com/seltzers/
Retrieved: Oct 4, 2026, 12:13 AM UTC

Raw HTML; content rendered only by JavaScript may be missing.

Live fetchev_d71047c1fdef

Body links discovered on /seltzers/ (20)

Blackberry Mango → /blackberry-mango (image-only link) · Black Cherry → /black-cherry (image-only link) · Cranberry Lime → /cranberry-lime (image-only link) · Georgia Peach → /georgia-peach (image-only link) · Cranberry Clementine → /cranberry-clementine (image-only link) · Pink Apple Lemon → /pink-apple-lemon (image-only link) · Strawberry Watermelon → /strawberry-watermelon (image-only link) · Raspberry Lime → /raspberry-lime (image-only link) · Lime → /lime (image-only link) · Mandarin → /mandarin (image-only link) · Pomegranate → /pomegranate (image-only link) · Lemon → /lemon (image-only link) · Orange Vanilla → /orange-vanilla (image-only link) · Ruby Red Grapefruit → /ruby-red-grapefruit (image-only link) · Ginger Lime Mule → /ginger-lime-mule (image-only link) · Toasted Coconut → /toasted-coconut (image-only link) · Original → /original (image-only link) · Vanilla → /vanilla (image-only link) · Pineapple Pomelo → /pineapple-pomelo (image-only link) · Blueberry Lemon → /Blueberry-Lemon (image-only link)

Source: polarseltzer.com/seltzers/
Retrieved: Oct 4, 2026, 12:13 AM UTC

Labels for image-only links are derived from the URL slug.

Live fetchev_6c7933f28c21

Raw HTML inspection: /find/

HTTP 200. Title: Find Polar Seltzer | Locate Stores Near You - Polar Seltzer · Description: Find Polar Seltzer near you. Search by location or zip code. Use our store locator to find your favorite Polar Seltzer, because we know the thirst is real. · H1: (none) · Shop the Polar Store on Amazon We understand. The thirst is real. Let’s find you the sparkle.

Source: polarseltzer.com/find/
Retrieved: Oct 4, 2026, 12:14 AM UTC

Raw HTML; content rendered only by JavaScript may be missing.

Live fetchev_d7afd0be3a8c

Shared assets and purchase links

OK 200 https://polarseltzer.com/wp-content/uploads/Polar-Seltzer_150x60_Logo.png FAIL 404 http://polarseltzer.com/wp-content/uploads/Polar_NutritionFacts-1.png OK 200 https://polarseltzer.com/find/

Source: Website inspection
Retrieved: Oct 4, 2026, 12:14 AM UTC

HEAD request (GET fallback). A 2xx response confirms the resource resolves, not that it is the right content.

Live fetchev_b6cabe4e531d

Search-result competitor: delivery.strackandvantil.com

0 words · H1 “Polar Seltzer Premium Seltzer Lime” · structured data: Product

Source: delivery.strackandvantil.com/store/strack-van-til/products/21222657-polar-seltzer-lime-8-ea
Retrieved: Oct 4, 2026, 12:15 AM UTC

Live fetchev_0fd83e35d399

Search-result competitor: www.reddit.com

39 words · no H1

Source: www.reddit.com/r/sparklingwater/comments/1cbezre/polar_seltzer_raspberry_lime/
Retrieved: Oct 4, 2026, 12:15 AM UTC

Google search · 7

Live fetchev_736c86998c43

Google Ads search volume — 60 queries

best lemon seltzer: 20 · best seltzer brands: 170 · buy polar lemon seltzer online: unknown · does polar seltzer have sodium: 30 · does polar seltzer have sugar: 50 · find polar seltzer near me: unknown · flavored seltzer water: 18100 · is lemon seltzer bad for your teeth: unknown · is polar seltzer healthy: 260 · lemon flavored sparkling water: 110 · lemon seltzer cocktail recipe: unknown · lemon seltzer near me: 10

Source: Google search
Retrieved: Oct 4, 2026, 12:14 AM UTC
Period: Sep 2025 – Aug 2026 (monthly average)
Market: location 2840 · en

Google Ads estimates; close variants may be grouped. Missing volume is unknown, not zero. Ads competition is not organic difficulty. Never summed.

Cached responseev_5799402e4089

Google desktop SERP: “polar seltzer lime”

#1 www.qfc.com · #2 delivery.strackandvantil.com · #3 www.reddit.com · #4 www.kroger.com · #5 www.shaws.com · #6 www.instacart.com · #7 beverages2u.com · #8 agorara.com · #9 www.cvs.com

Source: Google search
Retrieved: Oct 4, 2026, 12:03 AM UTC
Period: Retrieved 2026-10-04T00:03:53.747Z · desktop · depth 10
Market: location 2840 · en

One snapshot of personalized, volatile results. Not a stable ranking.

Live fetchev_e318b90ccd20

Google desktop SERP: “polar seltzer variety pack”

#1 polarseltzer.com · #2 www.reddit.com · #3 www.walmart.com · #4 boxed.com · #5 boxed.com · #6 www.instacart.com · #7 www.water.com · #8 www.amazon.com · #9 www.amazon.com

Source: Google search
Retrieved: Oct 4, 2026, 12:14 AM UTC
Period: Retrieved 2026-10-04T00:14:44.053Z · desktop · depth 10
Market: location 2840 · en

One snapshot of personalized, volatile results. Not a stable ranking.

Cached responseev_be0f40c28107

Google desktop SERP: “flavored seltzer water”

#1 drinkspindrift.com · #2 sporked.com · #3 martinsfoods.com · #4 www.walmart.com · #5 www.reddit.com · #6 www.thekitchn.com · #7 www.americastestkitchen.com · #8 www.amazon.com

Source: Google search
Retrieved: Oct 3, 2026, 11:57 PM UTC
Period: Retrieved 2026-10-03T23:57:19.388Z · desktop · depth 10
Market: location 2840 · en

One snapshot of personalized, volatile results. Not a stable ranking.

Live fetchev_0ddee9d90808

Google desktop SERP: “polar beverages seltzer”

#1 polarseltzer.com · #2 polarbeverages.com · #3 en.wikipedia.org · #4 polarbeverages.myshopify.com · #5 polarbeverages.com · #6 www.target.com · #7 www.walmart.com · #8 www.instagram.com

Source: Google search
Retrieved: Oct 4, 2026, 12:14 AM UTC
Period: Retrieved 2026-10-04T00:14:55.936Z · desktop · depth 10
Market: location 2840 · en

One snapshot of personalized, volatile results. Not a stable ranking.

Cached responseev_554865f8f67b

Google desktop SERP: “polar seltzer near me”

#1 www.walmart.com · #2 www.walmart.com · #3 www.lowesmarketdelivers.com · #4 www.target.com · #5 beerfordriving.com · #6 shop.fooddepot.com · #7 www.walmart.com · #8 eastgateliquor.com · #9 www.walmart.com · #10 www.walmart.com

Source: Google search
Retrieved: Oct 3, 2026, 11:57 PM UTC
Period: Retrieved 2026-10-03T23:57:26.985Z · desktop · depth 10
Market: location 2840 · en

One snapshot of personalized, volatile results. Not a stable ranking.

Live fetchev_0f9b74d56450

Google desktop SERP: “what is the difference between seltzer and sparkling water”

#1 www.reddit.com · #2 crystella.com · #3 glacierfreshfilter.com · #4 www.quora.com · #5 drinkwynk.com · #6 sodasense.com · #7 www.yahoo.com · #8 www.quora.com · #9 www.quora.com

Source: Google search
Retrieved: Oct 4, 2026, 12:15 AM UTC
Period: Retrieved 2026-10-04T00:15:01.199Z · desktop · depth 10
Market: location 2840 · en

One snapshot of personalized, volatile results. Not a stable ranking.

Profound · 9

Cached responseev_6188723fc26e

Polar Seltzer AI visibility 19.3% · share of voice 4.1%

Polar Seltzer appeared in 19.3% of tracked AI answers; 4.1% of brand mentions; average position 2.9.

Source: api.tryprofound.com/v2/reports/visibility
Retrieved: Oct 3, 2026, 10:04 PM UTC
Period: 2026-09-26 – 2026-10-02 (7 days, Eastern Time)
Market: Profound category “SF Hackathon Participant 23 - CPG”

Visibility score = share of tracked answers mentioning the asset. Engines: ChatGPT, Google Gemini, Meta AI, Grok, Google AI Mode, Perplexity, Google AI Overviews, Microsoft Copilot. Tracked prompts authored in the Profound account, not total consumer demand.

Cached responseev_6af9dc03da54

Weakest tracked prompts for Polar Seltzer

“What are the best drinks to replace sparkling hard seltzer if I'm going alcohol-free?”: 0.0% · “Is it OK to drink seltzer every day?”: 0.0% · “What is the pH of sparkling water and does it matter?”: 0.0% · “Is sparkling water bad for your bones or kidneys?”: 0.0% · “What is the sober-curious trend and how is it changing drinks?”: 0.0%

Source: Profound
Retrieved: Oct 3, 2026, 10:04 PM UTC
Period: 2026-09-26 – 2026-10-02 (7 days, Eastern Time)
Market: Profound category “SF Hackathon Participant 23 - CPG”

Lowest 5 of 200 tracked prompts returned. Engines: ChatGPT, Google Gemini, Meta AI, Grok, Google AI Mode, Perplexity, Google AI Overviews, Microsoft Copilot. Tracked prompts authored in the Profound account, not total consumer demand.

Cached responseev_8abff369a8f8

polarseltzer.com/limitededition cited 41 times in AI answers

Cited 41 times (0.1% per-model citation share).

Source: polarseltzer.com/limitededition
Retrieved: Oct 3, 2026, 10:04 PM UTC
Period: 2026-09-26 – 2026-10-02 (7 days, Eastern Time)
Market: Profound category “SF Hackathon Participant 23 - CPG”

Citation counts across tracked prompts only. Engines: ChatGPT, Google Gemini, Meta AI, Grok, Google AI Mode, Perplexity, Google AI Overviews, Microsoft Copilot. Tracked prompts authored in the Profound account, not total consumer demand.

Cached responseev_586bef522394

polarseltzer.com/about cited 17 times in AI answers

Cited 17 times (0.1% per-model citation share).

Source: polarseltzer.com/about
Retrieved: Oct 3, 2026, 10:04 PM UTC
Period: 2026-09-26 – 2026-10-02 (7 days, Eastern Time)
Market: Profound category “SF Hackathon Participant 23 - CPG”

Cached responseev_21b40a5df59a

polarseltzer.com cited 11 times in AI answers

Cited 11 times (0.1% per-model citation share). Matt MCP also inspected this page.

Source: polarseltzer.com/
Retrieved: Oct 3, 2026, 10:04 PM UTC
Period: 2026-09-26 – 2026-10-02 (7 days, Eastern Time)
Market: Profound category “SF Hackathon Participant 23 - CPG”

Cached responseev_c62aaf6c9d3b

polarseltzer.com/original cited 8 times in AI answers

Cited 8 times (0.0% per-model citation share).

Source: polarseltzer.com/original
Retrieved: Oct 3, 2026, 10:04 PM UTC
Period: 2026-09-26 – 2026-10-02 (7 days, Eastern Time)
Market: Profound category “SF Hackathon Participant 23 - CPG”

Cached responseev_565bacdf50a1

polarseltzer.com/seltzers cited 6 times in AI answers

Cited 6 times (0.0% per-model citation share). Matt MCP also inspected this page.

Source: polarseltzer.com/seltzers/
Retrieved: Oct 3, 2026, 10:04 PM UTC
Period: 2026-09-26 – 2026-10-02 (7 days, Eastern Time)
Market: Profound category “SF Hackathon Participant 23 - CPG”

Cached responseev_a23abd1ac8f1

polarseltzer.com/flavor-trail cited 6 times in AI answers

Cited 6 times (0.0% per-model citation share).

Source: polarseltzer.com/flavor-trail
Retrieved: Oct 3, 2026, 10:04 PM UTC
Period: 2026-09-26 – 2026-10-02 (7 days, Eastern Time)
Market: Profound category “SF Hackathon Participant 23 - CPG”

Cached responseev_a57a990a94ef

Domains AI answers cite most in this category

#1 reddit.com (6.7%) · #2 sporked.com (2.7%) · #3 facebook.com (2.3%) · #4 youtube.com (2.3%) · #5 amazon.com (2.3%) · #6 walmart.com (1.8%) · #7 tastingtable.com (1.4%) · #8 ringly.io (1.3%) · #9 target.com (1.1%) · #10 instagram.com (1.0%)

Source: Profound
Retrieved: Oct 3, 2026, 10:04 PM UTC
Period: 2026-09-26 – 2026-10-02 (7 days, Eastern Time)
Market: Profound category “SF Hackathon Participant 23 - CPG”

Top 10 of 4301 cited domains. Engines: ChatGPT, Google Gemini, Meta AI, Grok, Google AI Mode, Perplexity, Google AI Overviews, Microsoft Copilot. Tracked prompts authored in the Profound account, not total consumer demand.

Matt’s method15 rules

Precedence (M8.1)

Business relevance to the stated goal
Verified defect (inspected, not inferred)
Shared coverage across inspected pages
Customer intent and demand context
Confidence in the observation
Implementation effort (planning estimate)

M1.1Identify what the company sells, whom it serves, geography, page types and the intended outcome. Keep observed facts separate from assumptions.
M2.1Discover important URLs from navigation and sitemaps; inspect raw HTML, not search snippets.
M2.2Report blocked, failed or uninspected pages honestly. A search-result title is not the HTML title.
M2.3Check links and assets over HTTP before claiming they work or are broken.
M3.1Call something a shared-template issue only after at least two inspected pages of the same type show it. Name the sample.
M3.2Short metadata alone is not an adequate diagnosis; combine metadata, headings, unique content, assets and navigation.
M4.1Cover brand, category, product, comparison, information and purchase intent. Keep the market and time window with every estimate.
M4.2Missing volume is unknown, not zero. Ads competition is not organic difficulty. Never sum a keyword table into unique demand.
M5.1Read the results customers see. Separate marketing competitors from search-result competitors.
M6.1Prefer improving an appropriate existing page before inventing a new URL.
M7.1Use AI prompts, citations and visibility to refine — not replace — website and demand evidence. Keep engine, dates, sample size and entity ambiguity.
M8.1Precedence: business relevance to the stated goal → verified defect → shared coverage → customer intent and demand → confidence → effort.
M8.2A large search-volume number does not by itself make a page the top priority.
M8.3More words alone are not a remedy. Propose distinct, useful content grounded in verified facts.
M8.4Never invent prices, inventory, reviews, nutrition values, certifications or health benefits. Unverified items stay in the review panel.

Limitations0

· None recorded.

How business outcomes will be measured

Future measurements — not observed gains today. Matt MCP does not forecast visits or revenue from search volume.

Organic visibility
Impressions and clicks by relevant query and page, once Search Console is connected.
Flavor-to-finder engagement
Clicks from flavor pages to the store finder, through real analytics events.
Qualified purchase outcomes
Only where attribution data exists (e.g. retailer or locator partners).

Activity log39

2026-10-04 00:11:06ZLive investigation created for https://polarseltzer.com/lemon/
2026-10-04 00:11:06Z[business] Started: business
2026-10-04 00:11:06Z[business] robots.txt read — Crawl-delay 30s will be honored
2026-10-04 00:11:06Z[business] Requested page /lemon/ will be the proposal target; reading the business from the homepage
2026-10-04 00:11:13Z[business] Discovered 83 candidate URLs (11 from navigation, 83 from sitemaps)
2026-10-04 00:11:34Z[business] Focused on /lemon/: inspecting it, 3 same-type sibling(s) (/lime/, /blueberry-lemon/, /pink-apple-lemon/), then collection and store-finder pages — 6 pages in all
2026-10-04 00:11:34Z[business] Polar Seltzer: Flavored and unflavored sparkling seltzer water. The navigation also lists product lines named Seltzer Jr, Seltzer'ade, Expedition and Limited Edition, plus merchandise.
2026-10-04 00:11:34Z[pages] Started: pages
2026-10-04 00:11:40Z[pages] Inspected /lemon/ — title “Lemon - Polar Seltzer”, 0 H1, 17 words
2026-10-04 00:12:11Z[pages] Inspected /lime/ — title “Lime - Polar Seltzer”, 0 H1, 16 words
2026-10-04 00:12:43Z[pages] Inspected /blueberry-lemon/ — title “Polar Seltzer Blueberry Lemon”, 0 H1, 17 words
2026-10-04 00:13:15Z[pages] Inspected /pink-apple-lemon/ — title “Polar Seltzer Pink Apple & Lemon”, 0 H1, 19 words
2026-10-04 00:13:47Z[pages] Inspected /seltzers/ — title “Seltzers - Polar Seltzer”, 0 H1, 38 words
2026-10-04 00:14:19Z[pages] Inspected /find/ — title “Find Polar Seltzer | Locate Stores Near You - Polar Seltzer”, 0 H1, 17 words
2026-10-04 00:14:19Z[pages] 7 page(s) inspected from raw HTML
2026-10-04 00:14:19Z[patterns] Started: patterns
2026-10-04 00:14:21Z[patterns] Checked 3 shared assets/links — 1 failed
2026-10-04 00:14:21Z[patterns] 2 finding(s), 7 verified issue(s)
2026-10-04 00:14:21Z[demand] Started: demand
2026-10-04 00:14:35Z[demand] Live fetch: 60 queries, 30 with volume, cost $0.09
2026-10-04 00:14:35Z[demand] 60 queries (30 with volume, 30 unknown)
2026-10-04 00:14:35Z[serps] Started: serps
2026-10-04 00:14:35Z[serps] Cached SERP “polar seltzer lime”: 9 organic results
2026-10-04 00:14:44Z[serps] Live SERP “polar seltzer variety pack”: 9 organic results
2026-10-04 00:14:44Z[serps] Cached SERP “flavored seltzer water”: 8 organic results
2026-10-04 00:14:55Z[serps] Live SERP “polar beverages seltzer”: 8 organic results
2026-10-04 00:14:55Z[serps] Cached SERP “polar seltzer near me”: 10 organic results
2026-10-04 00:15:01Z[serps] Live SERP “what is the difference between seltzer and sparkling water”: 9 organic results
2026-10-04 00:15:13Z[serps] Competitor https://www.qfc.com/p/polar-lime-flavored-seltzer-water-cans/0007153700367 not inspected: The operation was aborted due to timeout
2026-10-04 00:15:14Z[serps] 6 SERP(s), 2 competitor page(s)
2026-10-04 00:15:14Z[profound] Started: profound
2026-10-04 00:15:14Z[profound] Profound category “SF Hackathon Participant 23 - CPG”, owned asset “Polar Seltzer” (polarseltzer.com)
2026-10-04 00:15:14Z[profound] Live Profound data for “Polar Seltzer” in “SF Hackathon Participant 23 - CPG” (2026-09-26 – 2026-10-02 (7 days, Eastern Time))
2026-10-04 00:15:14Z[prioritize] Started: prioritize
2026-10-04 00:15:14Z[prioritize] Ranked 3 candidate actions; kept top 3
2026-10-04 00:15:14Z[prioritize] Top action: Improve the shared product page template, piloting on Lemon
2026-10-04 00:15:14Z[proposal] Started: proposal
2026-10-04 00:15:14Z[proposal] Proposal prop_runf90ad25_lemon for /lemon/
2026-10-04 00:15:14ZInvestigation complete in 248.4 s of processing