OpenRouter Model Recall Calibration — This measures recommendations produced by this specific API model. It does not represent ChatGPT, Claude.ai, Perplexity, Gemini, or cross-engine AI-search visibility. Provider/model: openrouter / anthropic/claude-haiku-4.5.
Measured 5 of 5 approved buyer-question prompts, captured 2026-07-21. Your store/products appeared for 0 of 0 measured buyer topics. This is a secondary signal for a Shopify/DTC audit — demand surfaces and distribution evidence above remain the primary findings.
Brands appearing instead in AI answers: Onyx Coffee Lab, Counter Culture, Intelligentsia Coffee, Blue Bottle, Blue Bottle Coffee, Intelligentsia, Dripkit, Counter Culture Coffee, Trade Coffee, Craft Coffee, Specialty Coffee Association.
Counts below are quality-weighted, not raw totals — a handful of strong, current, buyer-intent discussions ranks above a large pool of weak or stale threads.
| Surface type | Count |
|---|---|
| Relevant communities | 10 |
| Fresh, replyable discussions | 0 |
| Relevant YouTube / creator evidence | 0 |
| Marketplace / review / directory surfaces | 1 |
| High-risk or rejected surfaces (excluded from recommendations) | 0 |
Potential commercial impact: May create purchase hesitation.
Supporting hubs: 2 · Source types: 1
Seen across 2 Audience Hubs and 1 source type.
Recommended direction: Address objection
Supporting hubs: 2 · Source types: 1
Seen across 2 Audience Hubs and 1 source type.
Recommended direction: Address objection
Supporting hubs: 2 · Source types: 1
Seen across 2 Audience Hubs and 1 source type.
Recommended direction: Address objection
Each row below is real, observed evidence of how a competitor promotes itself publicly — not proof of its ad spend, sales, or return on any channel.
Competitors covered: Trade Coffee.
| Competitor | Tactic | Evidence | Confidence | Independent evidence | Gap for your brand |
|---|---|---|---|---|---|
| Trade Coffee | Public community participation | Trade Coffee Subscription : r/espresso | Single observation | 1 | No evidence of Solstice Roasters using this tactic (public community participation) was found in the sources reviewed for this audit — this reflects the evidence gathered, not a confirmed absence. |
Meta Ad Library, TikTok, LinkedIn, and paid ad-spend/SEO intelligence sources are not measured by VisibleOps in this audit — absence from this section means not measured, not that the competitor is absent from those channels.
VisibleOps identifies organic and lower-cost demand-capture opportunities that may supplement or reduce dependence on paid advertising. This is not a promise of free traffic, a replacement for Meta/Google ads, or a certain increase in organic sales or conversions.
No evidence of Solstice Roasters using this tactic (public community participation) was found in the sources reviewed for this audit — this reflects the evidence gathered, not a confirmed absence.
Why it matters: Trade Coffee has evidence of this tactic while no comparable evidence was found for your brand in this audit. This connects to buyer topics observed in this audit's evidence.
Evidence: Trade Coffee Subscription : r/espresso
Expected effort: low · Spam/relevance risk: medium
Verify: Confirm the reply was well-received (replies/upvotes) and remained non-promotional.
Re-check this tactic type against fresh evidence at the next scheduled remeasurement.
For a Shopify / DTC Store business: Recommended product-page contribution → Likely purchase outcome.
| Action | Detail | Competitor advantage | Effort | Risk |
|---|---|---|---|---|
| Answer a buyer question |
Best quality specialty coffee roasters? : r/pourover - Reddit
Publish a specific, factual answer to "Best quality specialty coffee roasters? : r/pourover - Reddit" (FAQ entry, help-center article, or product page section). Observed: Recurring buyer question found across this audit's evidence: "Best quality specialty coffee roasters? : r/pourover - Reddit" Gap: No verifiable public answer traced to your brand for this exact question in this audit's evidence. Verify: Confirm the published answer addresses this exact question and check whether it surfaces in buyer-topic searches at the next remeasurement. Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant. |
— | medium | low |
| Answer a buyer question |
Best premium coffee subscription
Publish a specific, factual answer to "Best premium coffee subscription" (FAQ entry, help-center article, or product page section). Observed: Recurring buyer question found across this audit's evidence: "Best premium coffee subscription" Gap: No verifiable public answer traced to your brand for this exact question in this audit's evidence. Verify: Confirm the published answer addresses this exact question and check whether it surfaces in buyer-topic searches at the next remeasurement. Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant. |
— | medium | low |
| Answer a buyer question |
best coffee subscription for roaster variety and quality?
Publish a specific, factual answer to "best coffee subscription for roaster variety and quality?" (FAQ entry, help-center article, or product page section). Observed: Recurring buyer question found across this audit's evidence: "best coffee subscription for roaster variety and quality?" Gap: No verifiable public answer traced to your brand for this exact question in this audit's evidence. Verify: Confirm the published answer addresses this exact question and check whether it surfaces in buyer-topic searches at the next remeasurement. Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant. |
— | medium | low |
| Prepare a proof asset |
Best Quality Specialty Coffee Roasters? :
Address objection Observed: 4 relevant discussions across 2 communities. Seen across 2 Audience Hubs and 1 source type. Gap: Solstice Roasters may lack specific, citable evidence for "Best Quality Specialty Coffee Roasters? :" that AI answers and buyers researching this topic can draw on. Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content. Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant. |
Trade Coffee | medium | low |
| Prepare a proof asset |
Quality/durability concern: Uncertainty About Coffee Quality Sourcing Practi…
Address objection Observed: 4 relevant discussions across 2 communities. Seen across 2 Audience Hubs and 1 source type. Gap: Solstice Roasters may lack specific, citable evidence for "Quality/durability concern: Uncertainty About Coffee Quality Sourcing Practi…" that AI answers and buyers researching this topic can draw on. Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content. Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant. |
Trade Coffee | medium | low |
| Prepare a proof asset |
Quality/durability concern: Limited Access Coffee Education Tasting Experien…
Address objection Observed: 2 relevant discussions across 2 communities. Seen across 2 Audience Hubs and 1 source type. Gap: Solstice Roasters may lack specific, citable evidence for "Quality/durability concern: Limited Access Coffee Education Tasting Experien…" that AI answers and buyers researching this topic can draw on. Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content. Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant. |
— | medium | low |
| Prepare a proof asset |
Best Coffee Subscription Box? : R/Coffee
Monitor Observed: 10 relevant discussions across 6 communities. Seen across 6 Audience Hubs and 2 source types. Gap: Solstice Roasters may lack specific, citable evidence for "Best Coffee Subscription Box? : R/Coffee" that AI answers and buyers researching this topic can draw on. Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content. Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant. |
— | medium | low |
| Prepare a proof asset |
Recommendation request: Coffee Subscriptions
Monitor Observed: 3 relevant discussions across 3 communities. Seen across 3 Audience Hubs and 1 source type. Gap: Solstice Roasters may lack specific, citable evidence for "Recommendation request: Coffee Subscriptions" that AI answers and buyers researching this topic can draw on. Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content. Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant. |
— | medium | low |
Freshness: No discussion could be verified as fresh and safe to join from the available public metadata. The listed discussions are research evidence and require a manual date and moderation check before posting.
Detailed brand mention guidance becomes available in the Engagement Inbox after reply variants are reviewed.
Review, edit, and post replies yourself from your Engagement Inbox — VisibleOps never posts on your behalf.
(In your real audit, this links straight to your Engagement Inbox.)Observed
Hypothesis: Solstice Roasters may lack specific, citable evidence for "Best Quality Specialty Coffee Roasters? :" that AI answers and buyers researching this topic can draw on.
Highest-leverage move: Address objection
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Observed
Hypothesis: Solstice Roasters may lack specific, citable evidence for "Quality/durability concern: Uncertainty About Coffee Quality Sourcing Practi…" that AI answers and buyers researching this topic can draw on.
Highest-leverage move: Address objection
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Observed
Hypothesis: Solstice Roasters may lack specific, citable evidence for "Quality/durability concern: Limited Access Coffee Education Tasting Experien…" that AI answers and buyers researching this topic can draw on.
Highest-leverage move: Address objection
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Observed
Hypothesis: Solstice Roasters may lack specific, citable evidence for "Best Coffee Subscription Box? : R/Coffee" that AI answers and buyers researching this topic can draw on.
Highest-leverage move: Monitor
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Observed
Hypothesis: Solstice Roasters may lack specific, citable evidence for "Recommendation request: Coffee Subscriptions" that AI answers and buyers researching this topic can draw on.
Highest-leverage move: Monitor
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Test: Address objection
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Effort: medium · Risk: low
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant.
Test: Address objection
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Effort: medium · Risk: low
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant.
Test: Address objection
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Effort: medium · Risk: low
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant.
Test: Monitor
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Effort: medium · Risk: low
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant.
Test: Monitor
Immediate opportunities: No current safe opportunities — monitor these communities for new discussions.
Effort: medium · Risk: low
Verify: Capture an AI-visibility baseline for this topic (see baseline.md), then repeat the identical prompts after publishing and indexing new content.
Re-check this in 30-45 days to see whether the gap has closed or the discussion is still relevant.
Every real, replyable discussion found in this audit — freshest and most actionable first. Open each thread and reply from your own account.
| Source | Community / Hub | Title | URL | Freshness | Why it matters | Recommended action | Demand Pattern |
|---|---|---|---|---|---|---|---|
| r/pourover | Best quality specialty coffee roasters? : r/pourover - Reddit | https://www.reddit.com/r/pourover/comments/1gmrv… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | Best Quality Specialty Coffee Roasters? : | |
| r/pourover | Best premium coffee subscription | https://www.reddit.com/r/pourover/comments/1918z… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | Quality/durability concern: Uncertainty About Coffee Quality Sourcing Practi… | |
| r/pourover | best coffee subscription for roaster variety and quality? | https://www.reddit.com/r/pourover/comments/1lz42… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | Best Quality Specialty Coffee Roasters? : | |
| r/pourover | Best online purchase coffee? : r/pourover | https://www.reddit.com/r/pourover/comments/1ijfo… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | Quality/durability concern: Uncertainty About Coffee Quality Sourcing Practi… | |
| r/pourover | Coffee subscriptions | https://www.reddit.com/r/pourover/comments/1bj6o… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | — | |
| r/pourover | What's Your Go-To Online Store for Coffee and Why? | https://www.reddit.com/r/pourover/comments/181sh… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | Quality/durability concern: Uncertainty About Coffee Quality Sourcing Practi… | |
| r/pourover | Coffee Subscription services recommendations please | https://www.reddit.com/r/pourover/comments/1pyxc… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | — | |
| r/pourover | Good coffee subscriptions? : r/pourover | https://www.reddit.com/r/pourover/comments/14m6t… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | — | |
| r/pourover | Favorite Coffee Subscriptions? | https://www.reddit.com/r/pourover/comments/1d7yr… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | — | |
| r/coffee | Best coffee subscription box? : r/Coffee | https://www.reddit.com/r/Coffee/comments/j2pubg/… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | Best Coffee Subscription Box? : R/Coffee | |
| r/coffee | Ethically sourced coffee beans in Netherland (preferably Utrecht) | https://www.reddit.com/r/Coffee/comments/crk24f/… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | — | |
| r/coffee | What do you recommend for someone in a hurry in the morning? : r/Coffee | https://www.reddit.com/r/Coffee/comments/medtx5/… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | Quality/durability concern: Limited Access Coffee Education Tasting Experien… | |
| r/coffee | When you’re travelling, what’s your go-to method for finding the best coffee and coffee shops in the new area/ city you are travelling in? | https://www.reddit.com/r/Coffee/comments/1b6ma4k… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | Recommendation request: Limited Access Coffee Education Tasting Experien… | |
| r/coffee | Best coffee subscription services : r/Coffee | https://www.reddit.com/r/Coffee/comments/fg7qfo/… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | — | |
| r/coffee | Best coffee subscription for a coffee newbie\beginner? : r/Coffee | https://www.reddit.com/r/Coffee/comments/l96jit/… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | — | |
| r/coffee | What are the best specialty coffee blogs and Instagram accounts your are following today? : r/Coffee | https://www.reddit.com/r/Coffee/comments/45c0a7/… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | — | |
| r/coffee | Suggestions for where to buy beans in NYC (midtown-east)? | https://www.reddit.com/r/Coffee/comments/4y1fms/… | Freshness unknown | Relevant to "Coffee Subscriptions" | Use for content research | — | |
| r/espresso | Best options to order online for fresh beans? : r/espresso | https://www.reddit.com/r/espresso/comments/1m0ei… | Freshness unknown | 2 relevant conversation(s), 0 verified-fresh. | Use for content research | Best Coffee Subscription Box? : R/Coffee | |
| r/espresso | What’s the best bean subscription? | https://www.reddit.com/r/espresso/comments/1hcyd… | Freshness unknown | 2 relevant conversation(s), 0 verified-fresh. | Use for content research | — | |
| r/espresso | Want to surprise my husband with a coffee subscription for ... | https://www.reddit.com/r/espresso/comments/1ptre… | Freshness unknown | 2 relevant conversation(s), 0 verified-fresh. | Use for content research | — | |
| r/espresso | What kind of coffee subscriptions are you all using? | https://www.reddit.com/r/espresso/comments/1gn82… | Freshness unknown | 2 relevant conversation(s), 0 verified-fresh. | Use for content research | — | |
| r/espresso | Coffee Subscription Suggestions? : r/espresso | https://www.reddit.com/r/espresso/comments/11hzm… | Freshness unknown | 2 relevant conversation(s), 0 verified-fresh. | Use for content research | — | |
| r/espresso | Trade Coffee Subscription : r/espresso | https://www.reddit.com/r/espresso/comments/1ijm5… | Freshness unknown | 2 relevant conversation(s), 0 verified-fresh. | Use for content research | — | |
| r/jameshoffmann | Good value specialty coffee : r/JamesHoffmann - Reddit | https://www.reddit.com/r/JamesHoffmann/comments/… | Freshness unknown | Relevant to "Coffees" | Use for content research | — | |
| r/jameshoffmann | Gift ideas for coffee lover boyfriend? | https://www.reddit.com/r/JamesHoffmann/comments/… | Freshness unknown | Relevant to "Coffees" | Use for content research | Quality/durability concern: Limited Access Coffee Education Tasting Experien… | |
| r/jameshoffmann | Are there any actual good coffee subscriptions? | https://www.reddit.com/r/JamesHoffmann/comments/… | Freshness unknown | Relevant to "Coffees" | Use for content research | — | |
| r/jameshoffmann | Coffee bean recommendation in the UK : r/JamesHoffmann | https://www.reddit.com/r/JamesHoffmann/comments/… | Freshness unknown | Relevant to "Coffees" | Use for content research | — | |
| r/jameshoffmann | Fruity US Coffee Recommendations : r/JamesHoffmann | https://www.reddit.com/r/JamesHoffmann/comments/… | Freshness unknown | Relevant to "Coffees" | Use for content research | — | |
| r/jameshoffmann | Gifts to give if you *ARE* the coffee person? - Reddit | https://www.reddit.com/r/JamesHoffmann/comments/… | Freshness unknown | Relevant to "Coffees" | Use for content research | — | |
| r/japantravel | A Short Guide to Specialty Coffee in Tokyo : r/JapanTravel | https://www.reddit.com/r/JapanTravel/comments/16… | Freshness unknown | Relevant to "Coffees" | Monitor discussion | — | |
| r/portlandor | Best coffee shops in Portland OR? | https://www.reddit.com/r/PortlandOR/comments/1kd… | Freshness unknown | 1 relevant conversation(s), 0 verified-fresh. | Use for content research | Recommendation request: Limited Access Coffee Education Tasting Experien… | |
| r/buyitforlife | What's the best coffee maker you guys have used?? | https://www.reddit.com/r/BuyItForLife/comments/1… | Freshness unknown | 1 relevant conversation(s), 0 verified-fresh. | Use for content research | Best Coffee Subscription Box? : R/Coffee | |
| r/buyitforlife | Klean Kanteen Insulated. Made about 2 coffees a day in ... | https://www.reddit.com/r/BuyItForLife/comments/9… | Freshness unknown | 1 relevant conversation(s), 0 verified-fresh. | Use for content research | — | |
| r/buyitforlife | Help me find a durable coffee maker for daily use | https://www.reddit.com/r/BuyItForLife/comments/1… | Freshness unknown | 1 relevant conversation(s), 0 verified-fresh. | Use for content research | Best Quality Specialty Coffee Roasters? : | |
| r/buyitforlife | Best device to make a pot of coffee? : r/BuyItForLife | https://www.reddit.com/r/BuyItForLife/comments/1… | Freshness unknown | 1 relevant conversation(s), 0 verified-fresh. | Use for content research | — | |
| r/buyitforlife | Quick, Easy, High Quality Coffee Machine? : r/BuyItForLife | https://www.reddit.com/r/BuyItForLife/comments/1… | Freshness unknown | 1 relevant conversation(s), 0 verified-fresh. | Use for content research | Best Quality Specialty Coffee Roasters? : | |
| r/moccamaster | Looking for consistent coffee machine : r/Moccamaster - Reddit | https://www.reddit.com/r/Moccamaster/comments/1h… | Freshness unknown | 1 relevant conversation(s), 0 verified-fresh. | Use for content research | Quality/durability concern: Uncertainty About Coffee Quality Sourcing Practi… | |
| r/barista | What are the best alternatives to coffee? : r/barista | https://www.reddit.com/r/barista/comments/1g56p7… | Freshness unknown | Validated audience surface; no current reply-ready discussion identified. | Monitor discussion | — | |
| r/barista | In layman’s terms, what is a flat white? | https://www.reddit.com/r/barista/comments/1ctk9l… | Freshness unknown | Validated audience surface; no current reply-ready discussion identified. | Monitor discussion | — | |
| r/barista | Questions to ask perspective coffee suppliers? : r/barista | https://www.reddit.com/r/barista/comments/rz5iav… | Freshness unknown | Validated audience surface; no current reply-ready discussion identified. | Monitor discussion | — | |
| r/barista | Self-Learning Coffee Skills Before Our Barista Arrives | https://www.reddit.com/r/barista/comments/1glv66… | Freshness unknown | Validated audience surface; no current reply-ready discussion identified. | Monitor discussion | — | |
| r/barista | Why is specialty coffee so intimidating for beginners? | https://www.reddit.com/r/barista/comments/1hh84l… | Freshness unknown | Validated audience surface; no current reply-ready discussion identified. | Monitor discussion | — | |
| r/farming | Advice Needed: Am I Being Taken Advantage Of By Our Tenant Farmer? | https://www.reddit.com/r/farming/comments/1gq8xj… | Freshness unknown | Validated audience surface; no current reply-ready discussion identified. | Monitor discussion | — | |
| r/farming | Is mushroom farming a profitable business option? | https://www.reddit.com/r/farming/comments/1h9mk5… | Freshness unknown | Validated audience surface; no current reply-ready discussion identified. | Monitor discussion | — |
Re-run this audit periodically to see whether new proof assets, comparison pages, or community activity shift these findings. Remeasurement is manual and founder-triggered in this version — VisibleOps does not currently automate recurring reruns or billing for them.