Openridge AI · Prepared for Cartwheel · August 2026

Is the AI work working?

gocartwheel.com · May 1 – Aug 24, 2026 · spike weeks from your press & newsletter are set aside where noted, so the numbers reflect the underlying trend

This is the second full review, and it lands in the middle of lice season. The headline: in July, AI systems went from occasionally citing your site to citing it 146 times in one month — versus 21 in May — and August is holding at roughly double the spring level. Downstream, more shoppers see you for real customer questions and on brand searches, and the click keeps landing where you actually sell: Walgreens and Amazon. This report shows what surged, what's holding, and what we still can't see without your retail data.

AI systems citing your site
+107%
▲ 1.6 → 3.4 citations per day
Jun–early Jul vs mid-Jul–Aug · July alone: 146, a record month
Clicks from customer questions
+49%
▲ 2.7 → 4.0 clicks per day
Non-brand searches, Jun–early Jul vs mid-Jul–Aug, spike weeks excluded — season is helping too
Brand searches showing you
+24%
▲ 12.7 → 15.8 appearances per day
Same windows, spike weeks excluded · position held better than the May baseline
The scorecard

The honest one-page answer

Comparing June–early July with mid-July–August (the current window). Flat and falling numbers live here, not in the headline tiles.
The questionHow we measure itWhat happenedAnswer
Are AI systems reading & citing your site?Times AI cited gocartwheel.com (Bing)July: 146, a record (May: 21) · August holding ~2× the spring level▲ breakout, consolidating
Do AI assistants recommend Cartwheel?Mentions in 200 lice-shopping questions8 → 10 of 200 since June — flat within the margin of a 200-question panel▬ floor holding, not grown
Do you show up for questions, not just your name?Non-brand Google appearances & clicks / dayAppearances 19 → 22/day · clicks 2.7 → 4.0/day▲ yes, and now with clicks
Are more people seeing the brand on Google?Brand searches shown · your positionAppearances +24% · position ~5, better than the 5.5 baseline (July's 3.6 was a short-window peak)▲ yes, holding
Where does the click go?Clicks to your site vs the results around youSite clicks 1.7 → 1.3/day (−22%) while everything else rose with the season — the click keeps landing on retail listings→ to retail — where you sell
Do AI assistants send visitors directly?Site visits arriving from ChatGPT etc.1 visit, Aug 13 — the first ever labeled "AI assistant" by Google Analytics▲ first tick — not yet a trend
Is it producing retail sales?Walgreens / Amazon sell-throughStill invisible to us — third report without your retail data? the missing piece
The three levers

The ADI components — each reported as a pair

Components reported as pairs, never composited — no single ADI score exists yet. Baselines are from engagement start (early May); current is this window (Jul 13 – Aug 24).
AI answers · SoV
Grounded mentions
new — emerged from zero
0% 5.0%
Cold mentions
▬ unchanged
0% 0%
Of 200 identical shopping questions per run: 0 (May 5) → 8 → 5 → 4 → 10 mentions (Aug 25). Flat within the panel's margin since June — the floor is holding, not growing.
Brand search · BSL
Google position
▲ +9% (lower is better)
5.5 5.0
Clicks to site / day
▼ −41%
2.19 1.30
The pair is the honest picture: shown more often at a better position, while the click lands on the Walgreens/Amazon listings around you — routing to your retail shelf (Question three), unverified at the register.
Conversion handoff · CD
Outbound clicks to retailers / day
▬ no baseline · sparse
0.0
5 tracked retailer clicks in the prior 60 days; 0 in these 43. The instrument works but the numbers are too small to mean anything — the real conversion gauge is your Walgreens / Amazon sell-through, which we still don't have.
Cycle over cycle

Every number from the July report, carried forward

Nothing gets dropped between reports — the flat and falling rows stay on the table. Three points each: before the work · the July report · this report. Measurement windows differ by cycle and are noted where it matters.
MetricBaselineJuly reportThis reportRead
AI citations per week4.914.323.5▲ compounding
AI conversations mentioning you (of 100)045▬ new, then flat
…when the AI isn't searching the web (cold)000▬ unmoved
Customer-question appearances / day9.418.622.0▲ still growing
Brand-search appearances / day11.912.915.8▲ best yet
Google position on brand searches5.53.65.0▬ off the July peak, above baseline
Clicks to your site from brand searches / day2.190.901.30▼ below baseline — routing to retail
Visits arriving from AI tools (running total)112▲ first new tick
Clicks from your site to retailer pages5 in 60 days0 in 43 days▼ to zero — too sparse to read
Ordinary Bing search clicks / week~2–5~2–54.0▬ flat — citations aren't rank-driven
Direct visits / week (clean weeks)~100~167▲ up — season & untagged links included
Direct visits landing on a deep page / week~20–3033not collected? resumes next report
Expert-article (blog) appearances / week188~800–1,600not collected? resumes next report

Notes on fairness: July's position of 3.6 came from a short window right after your press weeks — a peak, not a resting level; 5.0 above the 5.5 baseline is the durable read. The branded-clicks row is deliberately kept red-side-up: it's the routing story (Question three), not a loss we're hiding. The two "not collected" rows are our own instrument gaps this cycle, named in the plan below.

Question one

Are AI tools starting to recommend Cartwheel?

Three views of the full sixteen weeks. Shaded bands = your press & newsletter weeks. The last marker is out of frame of this report: our Aug 21 release, which we'll measure next cycle.

The reading surged; the recommending hasn't caught up yet. Before an assistant recommends a product, its systems have to read and trust the material behind it. That reading broke out in July — a record week of 57 citations — and August is settling at about double the spring level. Assistant mentions sit at 5 in 100 conversations, unchanged within the margin since June.

Times AI systems cited your site, per week Times your brand appeared in Google searches, per day % of AI shopping conversations mentioning Cartwheel

Read it top-down. The citation surge follows the pattern we predicted: the May releases preceded the first stirring (Jun 8) by about a month, and the expert articles preceded the July surge by about two weeks. Honesty requires two caveats: your own site updates (mid-July onward) and peak lice season overlap the surge, so we say consistent with the work — not caused by it alone. And the bottom panel is the unfinished part: citations are the supply line, recommendations are the payoff, and the payoff line hasn't moved yet. In July we expected a 2–4 week lag; it's running longer. That's the number we're watching hardest this season.

The numbers
Week ofAI citationsBrand appearances/dayClicks to your site/day
Question two

How big was July — and is it lasting?

Same metric, month by month: how often AI systems cited your site, per day.

July was a 7× month, and August is holding at roughly double the spring floor. A spike that vanishes is news; a spike that settles into a higher baseline is progress. So far August looks like the second kind — with the honest caveat that three weeks of volatile data (4, then 17, then 15 citations per week) isn't proof yet.

What stands out isn't just the volume — it's the breadth. The number of different pages being cited rose about 50% too, so this isn't one lucky article carrying everything; the expert-article library and the product pages are all being drawn on. Meanwhile your ordinary Bing search traffic barely moved — which tells us AI systems are picking up your content, not reacting to rankings. September answers the only remaining question: does the new floor hold?

The numbers
MonthTotal citationsPer day
May210.7
June240.8
July1464.7
August (through Aug 23)391.7
Question three

People find you — then the click goes to the shelf

Brand searches in three periods: before the work, after your press weeks, and this summer window.

The routing pattern held all summer — and the season makes it clearer. It's lice season: total search clicks, customer-question clicks and site visitors all rose. The one number that fell is clicks to your site from brand searches. Those searchers didn't disappear — you're shown more often than ever, at a better position than May — the results around you are Walgreens and Amazon, your own shelves.

Times shown on Google / day Clicks to your site / day

We estimate roughly 4–11 brand-searches a week end at a retail listing instead of your site (the range depends on which earlier period you compare against). For a business that sells through 6,000 Walgreens doors and Amazon, that's intent arriving where you convert — but two honest footnotes. First, your position is holding around 5, better than the May baseline, though not the top-4 peak we reported in July (that was a short post-press window). Second, your own site updates this summer overlap these weeks, so we can't fully separate their effect. The fix we've recommended since July is unchanged and now seasonal-urgent: putting your real customer reviews into the product page's code, so your Google result shows stars the way the retail listings do — and the shelf-moment happens by design, not default.

The numbers
PeriodShown/dayClicks to site/dayGoogle position
Before the work (May 3–18)11.92.195.5
After press weeks (Jun 27–Jul 6)12.90.903.6
This window (Jul 13–Aug 24)15.81.305.0
Question four

Are AI assistants sending visitors yet?

Weekly visitors who came straight to the site, plus the one visit that arrived with an AI label on it.

One — and it's the first one that counts. On Aug 13, Google Analytics logged a visit in its "AI assistant" channel: someone clicked through to your site from inside an AI tool. One visit is a milestone, not a trend — but it's the first time the meter has moved, and it matches the citation surge upstream.

Direct visits per week (typed the address, or no traceable source) Aug 13: first AI-assistant-labeled visit

Direct visits nearly doubled this window (about 12 → 24 a day outside spike weeks) — but we won't claim that for the AI work. It's lice season, you know the brand is on shelves, and untagged links from your own emails and socials land in this bucket too. The mid-July peak is most likely the tail of your newsletter. One instrument note in the spirit of full transparency: the report that splits these visitors by landing page — our early-warning signal for AI referrals arriving unlabeled — wasn't collected this cycle, so that lens resumes next report. Remember: most people who see you in an AI answer never click at all — they search your name or walk into Walgreens. That's why the citation and brand-search numbers above are the real gauges.

The numbers
Week ofDirect visits
Receipts

What we shipped → what responded

Every dated piece of work, the metric that moved after it, and how strong the evidence honestly is. "Aligned" = timing matched what we predicted in advance; "Directional" = the signal points the right way but is small or entangled; "Pending" = deliberately not yet claimed.
ShippedWhat respondedLagEffectEvidence
May 7 + 19 — first schema releases (brand identity, founder, product Q&A, clinical-study markup) AI citations began: inflection Jun 8 after 12 quiet days ~3–4.5 weeks 0 → 1.9 citations/day (Jun 8 – Jul 12) Aligned
Jun 11–24 — five expert articles + product-page Q&A code The July surge: 146 citations in July vs 24 in June; record week of 57; ~50% more distinct pages cited ~2 weeks 1.9 → 3.4 citations/day (+107%) Aligned
Mid-Jul – mid-Aug — your own site updates (eczema page, FAQ rewrite, evidence page; exact dates unknown) Overlaps the surge's tail and the season — a co-contributor we can't separate out not separable Directional
The July citation surge itself Assistant recommendations have NOT repriced yet: 4% → 5% grounded, within the panel's margin predicted 2–4 wks; now 6+, still open none measurable yet Open
Aug 21 — product Q&A rebuild (13 live questions) + evidence & eczema fixes Deliberately unclaimed: shipped 3 days before cutoff. Measured next report as a clean before/after test next cycle Pending

We never say "caused." "Aligned" means the response arrived in the sequence and lag we predicted before it happened — twice now, on two different releases. The two open rows are where this report refuses to get ahead of the data.

What happens next

The plan, and what we need from you

We need from you

  • Your retail sales data — now with a specific reason. Amazon Brand Analytics (free in your seller account) and weekly Walgreens sell-through. July's citation surge and the season's search lift give us exact weeks to line your sales against. If sell-through rose in those weeks, the story is complete, end to end. This is the third report where that chapter is blank.
  • The Shopline go-live date. Still not live as of Aug 25 — and everything we deployed in May rides inside your current store's code. We'll hand the migration team the carry-over checklist; we just need the date so those gains don't silently reset.
  • Exact dates for your summer site changes (the eczema page, FAQ rewrite, evidence-page update). We currently have them as "mid-July to mid-August," which limits how cleanly we can credit what.

We're doing

  1. Measuring the Aug 21 release next cycle. We rebuilt the product-page Q&A code from your 13 live questions (the old block had gone stale and served wrong content for about a week) and fixed the evidence and eczema pages. It shipped 3 days before this report's cutoff, so — by our own rules — it gets no credit here. It's the cleanest before/after test since May.
  2. Adding your real customer reviews to the product page's code, so your Google result shows stars like the retail listings do — in season, when it pays most.
  3. Re-measuring AI recommendations every two weeks. If the July citation surge is going to turn into assistant recommendations, it happens in the next 4–6 weeks — we intend to catch the moment it does.
  4. Scoping a "do I have lice?" quiz page — searches like "do i have lice quiz" already show you on page one with no purpose-built page behind them.

What we can say today — and what we won't say yet

We can say: AI systems cited your site 146 times in July — seven times the spring rate — and August is holding near double the old floor. The surge followed our schema releases and the expert articles in the sequence and timing we predicted. You now earn real clicks from customer questions, not just your name. Brand visibility is up and holding through peak season, with the click landing on the shelves where you sell. And the first AI-assistant-labeled visit has arrived.

We won't say yet: that assistants recommend you more than in June (5 in 100 conversations, flat within the panel's margin — the citations haven't repriced the answers yet, and it's taking longer than we modeled); that August's higher floor is proven (three volatile weeks); that our Aug 21 release did anything (too new — next report); or that any of this sold product at Walgreens or Amazon — that claim waits for your retail data, because you deserve the real answer, not the convenient one.