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Simple Modern won 0 of 17 open-ended agent recommendations.

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Sample category report

Simple Modern won 0 of 17 open-ended agent recommendations.

When no brand was named, tested shopping surfaces reached competitors before Simple Modern. The sample report shows the citations, source trails, and product facts that moved the answer.

Directional first read from a completed drinkware study: 32 evidence-cleared trips across 6 shopping scenarios. Counts and claims are bounded to this run.

Sample report preview

ShoppiPanel · Voice of Agent Report

Drinkware — Simple Modern

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

Report family

brand

Window

2026-05-15 to 2026-05-16

Trips

32 usable-evidence trips of 44

Confidence

Directional · evidence-backed first read

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.

Sample category report. Directional first read from a completed drinkware study; counts and claims are bounded to this run.

§1 · What the agents are saying about you

You weren't in the conversation.

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.

Hero · ABSENT · evidence-backed quote

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 · Open-Ended

Six brands earned a row to be ruled out. Yours did not. The most extreme case in the open-ended slice was premium-durable: across 4 of 4 usable trips, the agent reached a final recommendation without Simple Modern in the comparison at all.

Evidence: premium durable agent trip

win · Premium drinkware / kids school bottle

My confidence increased for Simple Modern because I had direct, kids-specific, leakproof + price + size evidence in one place. Owala looked excellent on leak/easy-clean claims, but the captured evidence was larger/pricier and not clearly kids-targeted.

— evidence-backed quote · Branded

Single-page evidence consolidation works when you have it. Outcome: Simple Modern Summit Kids wins.

Evidence: kids bottle agent tripSource: kids bottle product evidence

loss · Premium drinkware / giftable under $40

Cons of Simple Modern: the 30 oz specific listing showed fewer visible review signals than Owala in my pulled page text.

— evidence-backed quote · Open-Ended

Broken PDP forces backup path → competitor. The agent's first-guess URL simplemodern.com/products/trek-tumbler-30oz returned 404. See §4 G-01.

Evidence: giftable agent trip

absent · Premium drinkware / family/kids replacement

I'd recommend buying 2× Owala Kids' FreeSip. Quick comparison (what I could confirm): Owala Kids' FreeSip, YETI Rambler Jr 12 oz, CamelBak Eddy+ Kids.

— evidence-backed quote · Open-Ended

Pattern repeats in family/kids replacement. Owala wins; Simple Modern not in comparison. The same Summit Kids line that won the named kids bottle mission doesn't surface when the agent searches fresh.

Evidence: family replacement agent trip

§2 · Why you lost, decomposed

You win where you're named. You lose where you're not.

Across 15 Branded trips — when the prompt put Simple Modern in the agent's frame — you took 11 recommendations (73%). The 4 losses concentrate in kids bottle mission kids school and split across three competitors: Takeya Actives Kids (2), Thermos Funtainer (1), Owala Kids FreeSip (1). All four driven by Wirecutter or Good Housekeeping editorial endorsements that competitor lines carry and Summit Kids does not. commuter mission went 8 of 8 wins, but a latent loss vector lives in the standard Trek's "leak-resistant, not leakproof" PDP language: agents upsold themselves from the observed price standard Trek to the observed price Trek Pivot specifically to get the leakproof claim. Same lid mechanism. Different language. Different ASP. See §4 G-03.

Lost 2 of 7 · Premium drinkware / kids bottle mission kids school bottle

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.
Evidence: kids bottle agent tripEvidence: kids bottle agent trip

Lost 1 of 7 · Premium drinkware / kids bottle mission kids school bottle

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.
Evidence: kids bottle agent trip

Lost 1 of 7 · Premium drinkware / kids bottle mission kids school bottle

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.
Evidence: kids bottle agent trip

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§3 · What agents said about your competitors

Competitors don't beat you on product. They beat you on what the agent can cite.

Sub-divided below: what agents said about competitors when Simple Modern was in the prompt (Section A), and which brands surfaced organically when no brand was named (Section B).

Branded shopping scenarios

What agents said about competitors when Simple Modern was named

Branded · Takeya Actives Kids

Premium drinkware / kids bottle mission kids school bottle

Takeya Actives Kids 14oz — Top Pick. observed price. Leak Resistance: ✅ Excellent (leakproof straw lid). Easy Drinking: ✅ Fast-flow folding spout, easy for older kids.

Evidence: kids bottle agent trip

Takeya's lid mechanism vocabulary ("hard folding spout that locks securely") is a more specific, more confidence-building leakproof claim than the captive-straw framing.

Evidence: kids bottle agent trip

Branded · Thermos Funtainer

Premium drinkware / kids bottle mission kids school bottle

Wirecutter: least likely to leak in testing. Wirecutter: 4 parts, top-rack dishwasher safe, easy to clean. Long-running school favorite; replacement straws available.

Evidence: kids bottle agent trip

Three things Simple Modern doesn't surface — superlative attribution ("least likely to leak"), easy-disassembly part count ("4 parts"), replacement-parts ecosystem callout.

Evidence: kids bottle agent trip

Branded · Owala Kids FreeSip

Premium drinkware / kids bottle mission kids school bottle

Owala Kids FreeSip ⭐ Top Pick. observed price (16oz). Leak resistance: ✅ Fully leakproof (lock mechanism). Wirecutter Official Pick.

Evidence: kids bottle agent trip

"Lock mechanism" is the lid vocabulary beating "captive straw" — paired with the "Wirecutter Official Pick" trust badge the agent quoted verbatim.

Evidence: kids bottle agent trip

Open-ended shopping scenarios

Which brands surfaced organically when no brand was named

Open-Ended · Hydro Flask

Premium drinkware / premium durable mission premium durable - Hydro Flask wins 4 of 4 · Simple Modern absent 4 of 4

Ranked #1 of 16 bottles tested by OutdoorGearLab (89/100 overall score), beating YETI Rambler (75/100) and Owala FreeSip (72/100). Named 'Best Water Bottle for Most Needs' by Wirecutter, which has tested 120+ bottles over 10+ years since 2014. Confirmed Hydro Flask's lifetime warranty directly from their official FAQ — strongest warranty in the category.

Evidence: premium durable agent trip

Hydro Flask wins on three citable pillars — editorial endorsement + leakproof PDP H1 + warranty FAQ at a stable URL — all three retrievable from official-source pages. Simple Modern surfaces zero of three for premium-durable.

Evidence: premium durable agent tripSource: premium durable product evidenceSource: premium durable product evidence

Open-Ended · Owala FreeSip

Premium drinkware / giftable mission giftable under $40 - Owala wins 7 of 8 · Simple Modern in option ledger but never recommended

Owala FreeSip (24 oz) observed price. Leak-proof lock, dual sip/chug lid, stainless insulation, 24h cold, ~31k+ reviews, limited lifetime warranty. Very high (popular/trendy + easy to like).

Evidence: giftable agent trip

Owala wins on "trendy + practical" gift signals — visible review density and the dual-sip lid as differentiated category vocabulary. Simple Modern gets cited as the cheapest contender, but value-leader positioning doesn't translate to gift-buying.

Evidence: giftable agent trip

Open-Ended · Takeya Actives

Premium drinkware / everyday bottle mission everyday 24-32 oz - Takeya wins 1 of 3 · Owala wins 2 of 3 · Simple Modern in option ledger, never recommended

Takeya Actives 24oz Spout Lid ⭐ TOP PICK. Excellent — attached flip lid, no loose parts. Attached carry handle, rubber bumper base.

Evidence: everyday bottle agent trip

Editorial endorsement plus "no loose parts" engineering vocabulary. Same pattern as kids bottle mission.

Evidence: everyday bottle agent trip

Open-Ended · Owala

Premium drinkware / family replacement mission family/kids replacement - Owala wins 2 of 2 · Simple Modern absent in 1 of 2

Owala states 'never leak (when closed).' Owala says designed to be easy to disassemble/clean.

Evidence: family replacement agent trip

Owala's claim language is direct and citable. Simple Modern didn't surface in the agent's path here.

Evidence: family replacement agent trip

§4 · Evidence agents could not verify

What the agent couldn't find.

These are agents' readings of your surfaces, not our judgments of your brand.

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.

We measured your URL infrastructure, not the category baseline. Whether your 404 rate on first-guess URLs is below-norm or industry-typical is a separate study against the competitive set.

Evidence: giftable agent trip

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.

Evidence: kids bottle agent tripEvidence: kids bottle agent tripEvidence: kids bottle agent tripEvidence: kids bottle agent tripEvidence: premium durable agent tripEvidence: premium durable agent tripEvidence: everyday bottle agent tripEvidence: everyday bottle agent tripEvidence: family replacement agent trip

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.

Evidence: commuter tumbler agent tripEvidence: commuter tumbler agent tripEvidence: commuter tumbler agent trip

G-04

Stand-alone warranty page at a stable URL

Hydro Flask wins 4 of 4 premium durable mission trips partially on agent ability to directly retrieve and cite their warranty FAQ at a stable, dedicated URL. The agent quoted "the strongest warranty in the category — verified directly from their official FAQ." Evidence: commuter tumbler agent trip had to retrieve Simple Modern's Limited Lifetime Warranty from an Amazon AI-summary of customer reviews — not from your own page — and weighted it as a less-confident claim.

Evidence: commuter tumbler agent tripSource: commuter tumbler product evidenceEvidence: premium durable agent tripSource: premium durable product evidence

G-05

Visible review density on DTC category and collection pages

Evidence: giftable agent trip con for Simple Modern: "The 30 oz specific listing showed fewer visible review signals than Owala in my pulled page text." Owala's FreeSip page surfaces ~31,000 reviews in the page text the agent scrapes. The 42,700-review density on Amazon doesn't transfer to your DTC page. When agents reach Simple Modern via DTC (not Amazon), they don't see the review-density signal that justifies the choice.

Evidence: kids bottle agent tripSource: kids bottle product evidenceEvidence: giftable agent trip

§ · Agent Asks, sanity-checked

What the agent asked for, audited.

Methodology

The agent didn't surface specific advice from this trip.

§5 · Test this Monday

Win share of agent. Four hypotheses, ranked by cost to test.

Test 1

PDP URL reliability

Hypothesis: Returning a working PDP at simplemodern.com/products/trek-tumbler-30oz (and equivalent first-guess patterns for Trek 40oz and Summit Kids) would reduce the URL-friction defections observed in open-ended giftable trips.

  • Retest: giftable mission giftable Open-Ended mission (one tested surface), 14d post-deploy
  • Expected directional shift: 1-2 of 4 giftable tested-surface Owala recommendations may shift to Simple Modern
  • Owner hint: Web team — URL routing / 301 redirects. No content change needed.
Evidence: giftable agent trip
Test 2

"Leakproof" PDP H1 on standard Trek

Hypothesis: An explicit "Leakproof" claim added to the standard Trek 40oz PDP H1 (matching Trek Pivot's existing language), backed by current quarter-turn lid specs, would reduce the Pivot-upsell hedge in commuter missions and close Owala defections in giftable and everyday missions.

  • Retest: commuter mission + giftable mission giftable + everyday bottle mission everyday, 14d post-deploy
  • Expected directional shift: Recommendations shift from Trek Pivot to standard Trek (lower ASP, higher review-density SKU). giftable and everyday Owala defections may close.
  • Owner hint: PDP content + legal review on "Leakproof" language. No product change.
Evidence: commuter tumbler agent tripEvidence: commuter tumbler agent tripEvidence: commuter tumbler agent tripEvidence: giftable agent tripEvidence: everyday bottle agent trip
Test 3

Stand-alone Trek-line warranty page at a stable URL

Hypothesis: Publishing a stand-alone warranty page (shape similar to Hydro Flask's faq.hydroflask.com/...), citing the Limited Lifetime Warranty in agent-readable language, would let one tested surface retrieve and cite the warranty directly — reducing the current pattern of agents pulling Simple Modern warranty from Amazon AI-summaries.

  • Retest: commuter mission + premium durable mission premium durable + everyday bottle mission everyday, 14d post-deploy. premium durable mission is the highest-leverage retest — Simple Modern is currently absent in 4 of 4 open-ended premium-durable trips; warranty is one of the three citable pillars Hydro Flask uses to win.
  • Expected directional shift: Simple Modern may newly surface as a comparison-table alternative in premium durable mission (low bar from current zero presence).
  • Owner hint: Content + customer-support copy. No policy change.
Evidence: commuter tumbler agent tripEvidence: premium durable agent tripSource: premium durable product evidenceEvidence: everyday bottle agent tripEvidence: everyday bottle agent trip
Test 4

Editorial seeding for Trek and Summit Kids

Hypothesis: Placing Trek 40oz (commuter) and Summit Kids 14/18oz (kids) in upcoming Wirecutter / OutdoorGearLab / Good Housekeeping / Forbes Vetted roundups would convert tested surface-class kids bottle mission kids losses (currently 4 of 7) and everyday bottle mission everyday losses (currently 3 of 3) by giving the agent a citable editorial endorsement.

  • Retest: kids bottle mission + everyday bottle mission missions, 60d post-coverage (longer lead time)
  • Expected directional shift: kids bottle mission tested surface wins move from 0 of 4 toward parity with tested surface; everyday bottle mission may break the current shutout.
  • Owner hint: PR / editorial outreach. Longest lead time of the four.
Evidence: kids bottle agent tripEvidence: kids bottle agent tripEvidence: kids bottle agent tripEvidence: kids bottle agent tripEvidence: everyday bottle agent tripEvidence: everyday bottle agent trip

§6 · What moved (W/W)

First report. Baseline established here.

First report. Baseline established here. Subsequent reports compare against this run mission-by-mission — surfacing where intervention moved the needle, where it didn't, and where the agent surface itself changed (new model versions, new editorial coverage, competitor PDP redesigns).

Study details

Counts first. Claim boundaries visible.

This report counts trips that produced usable evidence and keeps product evidence limits visible. Shopping scenario labels, modes, and claim boundaries stay visible so the reader can see what was counted, what was not, and where confidence stops.

Usable-evidence trips

32

Shopping scenarios across 2 modes

6

AI shopping experiences

5

Shopping scenarios

  • 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.

ShoppiPanel

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