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ShoppiPanel beta

See how AI shopping agents evaluate a category.

ShoppiPanel runs controlled AI shopping scenarios and turns the evidence into a buyer-readable Voice of Agent report: who agents recommended, what proof they trusted, where a brand lost, and what to test next.

Built for CMOs, growth leaders, insights teams, and future-thinking merchants/retailers preparing for agent-led shopping.

Beta waitlist now open. Founding 100 Pro is $249/month, locked for 12 months. Our team follows up within one business day with fit, scope, and first-report timing.

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ShoppiPanel · Voice of Agent Report

Drinkware — Simple Modern

Competitive set: Stanley, Owala, Hydro Flask, YETI, BruMate, HydroJug

This report shows what tested shopping surfaces said about Simple Modern: when the brand surfaced, when it did not, which competitors they cited, and what product evidence changed the answer.

Key sample finding

In the open-ended slice, Simple Modern received zero final recommendations across 17 shopping scenarios.

The full report below keeps that result next to its source-backed evidence, sample-size note, and claim boundary.

Executive read

What agents surfaced first.

Across 17 open-ended shopping trips — agents searching fresh, with no brand named in the prompt — Simple Modern won zero recommendations. Sometimes in the consideration set. Never the final pick.

Note on sample size: This study's open-ended slice is n=17 trips, sized for this first study. Standard reports run n=25 per mode.

Hydro Flask 32 oz Wide Mouth wins for your use case. Why It Beat the Alternatives — YETI Rambler: only a 5-year warranty (vs. Hydro Flask's lifetime); Owala FreeSip: shorter warranty and less proven long-term track record; Stanley Quencher: not fully leak-proof when tipped; Klean Kanteen TKWide: slightly less insulation performance; Purist Mover: limited capacity and pricier.
Premium drinkware / premium durable bottle/tumbler
Receipt 1

Recommendation loss drivers

Where alternatives entered the comparison.

Surfaced 2 of 7

Simple Modern Summit Kids → Takeya Actives Kids 14oz

Wirecutter editorial endorsement — "Top pick after 7+ years of testing, 30+ bottles, 100 kids tested ages 6-10." Simple Modern had no equivalent Wirecutter top-pick attribution surfaced in any kids bottle mission tested surface trip. Both losses were one tested surface that opened Wirecutter and Good Housekeeping before reaching the recommendation.

Receipt 1Receipt 2

Surfaced 1 of 7

Simple Modern Summit Kids → Thermos Funtainer 12oz

"Best-in-class leak resistance, button-release cap." The Wirecutter-cited lid-mechanism vocabulary specifying the part testers most consistently named as least-leak-prone. Summit Kids has a straw lid; Thermos's button-release lid earned the editorial vocabulary the captive-straw framing didn't get. Replacement-straws ecosystem also flagged.

Receipt 1

Surfaced 1 of 7

Simple Modern Summit Kids → Owala Kids FreeSip 16oz

"Wirecutter Official Pick (Dec 2024 — '25 Wirecutter journalists can't be wrong')" plus lock-mechanism leakproof framing. Same editorial-density problem. Owala won on the agent's verbatim "Official Pick" attribution that nothing in your surfaces matched.

Receipt 1

Evidence agents needed

What the report turns into next tests.

G-01

A working PDP at the URL agents construct on first attempt

On one giftable-mission run, an agent navigated to simplemodern.com/products/trek-tumbler-30oz and received a 404 Not Found. It compensated by hitting the collection page — but the broken first-attempt URL forced a workaround that ended in an Owala recommendation. The URL pattern itself is the gap; Owala served a clean PDP first try.

Receipt 1

G-02

Editorial roundup presence (Wirecutter, Good Housekeeping, OutdoorGearLab, Forbes Vetted)

Across 9 usable trips where agents explicitly consulted editorial review sources, Simple Modern was named in zero as a top pick. Agents typed verbatim phrases like "Wirecutter Official Pick (Dec 2024 — 25 Wirecutter journalists can't be wrong)" (about Owala), "OutdoorGearLab has tested 130+ water bottles since 2013 — this is their longstanding #1 pick" (about Hydro Flask), and "Wirecutter named Takeya Actives top pick after 7+ years of testing, 30+ bottles, 100 kids tested ages 6-10." The provenance metadata — N years, N bottles, N testers — is what makes editorial citations stick. Simple Modern doesn't appear as the subject of such a tested-for-N-years claim in any trip.

Receipt 1Receipt 2+7 receipts

G-03

Explicit "Leakproof" language on standard Trek PDP

Multiple agents bumped recommendations from the observed price standard Trek to the observed price Trek Pivot specifically to get the "Leakproof" claim. Evidence: commuter tumbler agent trip: "It is leak-resistant, not fully leak-proof when inverted." Evidence: commuter tumbler agent trip: "Leak-resistant straw lid (brand language)." The lid mechanism is the same; the PDP language is different. The standard Trek is your hero SKU (42,700+ Amazon reviews). When agents reach it on a leakproof-priority mission, they either upsell themselves to Pivot — costing volume on the hero SKU — or defect to Owala. Language as ASP driver.

Receipt 1Receipt 2+1 receipts

Methodology perimeter

Counts first. Claim boundaries visible.

Every previewed finding stays inside the declared study conditions: shopping scenarios, modes, dates, and evidence status.

Read methodology

Shopping scenarios in this sample

  • M1Premium drinkware / 40 oz commuter tumblerBranded
  • M2Premium drinkware / kids school bottleBranded
  • M3Premium drinkware / premium durable bottle/tumblerOpen-Ended
  • M4Premium drinkware / giftable under $40Open-Ended
  • M5Premium drinkware / everyday 24-32 oz bottleOpen-Ended
  • M6Premium drinkware / family/kids replacementOpen-Ended

This is a controlled study of named agent shopping surfaces under specific missions, prompts, modes, capabilities, and run dates. Observed agent behavior, not stated consumer preference. Not a consumer-demand, market-share, conversion-lift, surface-ranking, public-benchmark, or representative-shopper-intent claim. Price, promo, availability, and review claims are bounded to captured run study evidence and should be retested before broader use. Full methodology, evidence-quality labels, and trip-level appendix available on request.

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