— Platform

Brand AI Health, traced down to every citation on every URL.

Lantern connects how AI shopping agents answer, why they pick one brand over another, what your commerce signals should change, and how your team measures the work — in one inspectable loop across ten surfaces.

Today · 09:14 ET
Providers tracked5
CadenceDaily
Brand PositioningRunning
External SignalsSyncing
Recommendations7 immediate
— I · Brand Positioning

Your rank in category, traced provider by provider.

AI Visibility, Category Position and competitor rankings in one trend — with the ten brands you actually compete against, ranked by mentions across ChatGPT, Claude, Perplexity, Gemini and Amazon Rufus.

Brand Positioning · 30d

AI Commerce Scan · wildgrain.co

wildgrain.co
AI Visibility
62.0/100
Composite AI visibility score across ChatGPT, Claude, Gemini, Perplexity and Amazon Rufus
Category rank
#3 of 10
Position among tracked competitors on category-level prompts
Favorability
54%
Positive sentiment in 54% of mentions where Wildgrain is named
Citation Score
44 / 100
Owned and earned URLs cited vs. competitor and neutral sources
ChatGPT
Monitoring
Claude
Monitoring
Gemini
Monitoring
Perplexity
Monitoring
Amazon Rufus
Needs approval
1 Brand Positioning Category rank and provider coverage Applied
2 Citations Per-URL citation telemetry across 5 providers Monitoring
3 External Signals Authority, presence, review and social signals Needs approval
4 Recommendations Staged by Immediate, Long-term and Applied Monitoring
5 Industry Changes Weekly category diff across AI providers Monitoring
— II · Citations

Per-URL citation telemetry, by provider, by query.

Citations records every URL the providers cited — your own, earned, or competitor — with a Citation Score per URL, the queries that surfaced it, and a 30-day trend.

Citation telemetry · wildgrain.co

Per-URL citation scores · across 5 providers

Monitoring

"best coffee subscription 2026"

Citation score 63 · Own — appearing in 4 of 5 providers

Source cited
wildgrain.co/
Monitoring

"how to brew pour-over at home"

Citation score 33 · Own — appearing in 3 of 5 providers

Source cited
blog.wildgrain.co/cold-brew-guide
Needs approval

"what is direct-trade coffee"

Citation score 22 · Own — appearing in 2 of 5 providers, trending down

Source cited
wildgrain.co/journal/origin-stories
Blocked

"Ethiopian Yirgacheffe flavor"

Citation score 2 · Own — low coverage, trending down

Source cited
wildgrain.co/origin/ethiopia
Monitoring

"best coffee subscription 2026"

Citation score 88 · Earned — cited across all 5 providers

Source cited
sprudge.com/best-subscription-2026
Monitoring

"best coffee subscription 2026"

Citation score 79 · Competitor — cited across all 5 providers

Competitor cited
atlascoffeeclub.com/why-atlas
Source cited
atlascoffeeclub.com/why-atlas
— III · External Signals

What AI sees about you off-site.

The authority, presence, review and social signals AI providers weigh when deciding whether to cite you. Every Missing entry links to its fix.

Authority Connected

Sprudge.com feature

Current signal
Cited in Q1 2026 subscription roundup
Gap
Not available
Next action
Not available
Presence Blocked

Wikipedia — Wildgrain Roasters

Current signal
Not available
Gap
No Wikipedia article exists for this brand
Next action
Draft and submit Wikipedia stub with sourced references
Reviews Monitoring

Trustpilot

Current signal
4.3 · 218 reviews
Gap
Not available
Next action
Not available
Social Monitoring

Instagram @wildgrainco

Current signal
42k followers · weekly posting
Gap
Not available
Next action
Not available
Knowledge panel Needs approval

Google Knowledge Panel

Current signal
Not available
Gap
Panel not yet claimed — brand facts unverified by providers
Next action
Submit Google Business Profile and structured brand data
Authority Blocked

GuildOfCoffee profile

Current signal
Not available
Gap
Profile missing — AI providers use GuildOfCoffee as an authority signal for specialty coffee
Next action
Claim and fill GuildOfCoffee brand profile with origin stories
Presence Monitoring

Crunchbase company entry

Current signal
Basic entry present
Gap
Not available
Next action
Not available
— IV · Recommendations

Immediate. Long-term. Applied.

Every change Lantern proposes is staged by horizon. Small owned-page wins this week; the source-building work that compounds for months; an Applied log that ties shipped work back to Brand Health movement.

Prepared work

Agent plan queue · wildgrain.co

Immediate
Catalog agent

Add comparison block + FAQ schema to /collections/whole-bean

Gift and single-origin prompts rank Wildgrain #4 avg; ChatGPT cites Atlas Coffee Club instead.
Impact
#4 → #2 avg rank on gift cluster
Needs approval
Immediate
Content agent

Publish definitional article: "What is direct-trade coffee?"

Claude ranks wildgrain.co #5 on "what is direct-trade coffee" — no owned definitional page exists.
Impact
Fills #5 gap; expected +15pp mention rate
Prepared
Immediate
Content agent

Cross-link brewing guides from /collections and PDP pages

Perplexity surfaces forum threads over blog.wildgrain.co on "how to brew pour-over" queries.
Impact
Mention rate 31% → 47% on brewing cluster
Prepared
Long-term
Content agent

Claim Wikipedia and GuildOfCoffee brand profiles

External Signals: Authority and Presence both flagged Missing. Branded reputation prompts rank #6.
Impact
Branded mention rate +14pp (Day 21 pattern)
Waiting
Long-term
Catalog agent

Expand Ethiopia origin page with tasting notes and sourcing narrative

Amazon Rufus and ChatGPT cite origin pages for flavor queries — /origin/ethiopia scores only 2.
Impact
Citation score 2 → 40+ on Ethiopian Yirgacheffe cluster
Locked
Approval and change history

Applied changes · Brand Health delta

Applied — Immediate

Changes shipped this sprint with measured Brand Health delta.

Applied Day 7

Comparison block + FAQ schema on /collections/whole-bean

/collections/whole-bean · gift / single-origin prompts
Agent / owner
Catalog agent
Blocker / movement
None
#4 → #2 avg rank
Monitoring Day 14

Brewing-guide cross-links shipped across PDP pages

blog.wildgrain.co/cold-brew-guide · how-to / brewing prompts
Agent / owner
Content agent
Blocker / movement
None
Mentioned 31% → 47%

Applied — Long-term

Brand authority changes with multi-week impact window.

Monitoring Day 21

Wikipedia + GuildOfCoffee profile claimed and published

External Signals · branded / reputation prompts
Agent / owner
Content agent
Blocker / movement
None
Named 29% → 43%
— V · Industry Changes

The weather report for your category.

A weekly digest of how AI providers describe your category, competitors and prompts — a 7-day diff with the source URLs that shifted.

Observed movement · wildgrain.co

Brand Health movement · 21 days

Date
Day 7
Applied
Change
Comparison block + FAQ schema on /collections/whole-bean
gift / single-origin prompts
Before
#4 avg rank
After
#2 avg rank
Readout
Collection page became a cited source in ChatGPT and Claude.
Date
Day 14
Applied
Change
Brewing-guide cross-links shipped
how-to / brewing prompts
Before
Mentioned 31%
After
Mentioned 47%
Readout
Perplexity began surfacing wildgrain.co before forum threads.
Date
Day 21
Monitoring
Change
Wikipedia + GuildOfCoffee profile claimed
branded / reputation prompts
Before
Named 29%
After
Named 43%
Readout
External Signals: Authority and Presence flipped from Missing to Present.
— Run the loop

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Lost prompts
Competitor sources
Recommended fixes