Pendium
RoadmapPricing
Get a demo
Dashboard
Dashboard
Loading…
/

Teach AI agents to recommend your brand to the right people.

Scan your visibilityBook a demo
Pendium
𝕏

Product

AI Visibility ScanYelp Listing AuditSite AuditContent for AI AgentsAgent Experience EngineAgent AnalyticsPricing

Industries

Local BusinessesRestaurantsHome ServicesBeauty & SpasHealth & MedicalFitness & GymsPet ServicesContractorsBars & NightlifeMoving CompaniesAuto DealershipsSaaS CompaniesSEO TeamsMarketing Teams

Tools

AI Visibility Site ScanYelp Listing AuditGBP AuditSocial Presence AuditBlog That Writes Itself

Real Life Examples

RipplingMasterclassThorneMonday.comPatagonia

Company

AboutResearchBook a DemoDocsPrivacy PolicyTerms of Service
© 2026 Manifest Labs. All rights reserved.
PrivacyTerms
The Coffee Factory
The Coffee Factory
Visibility48
Vibe97
Businesses/Food and Beverage/The Coffee Factory
The Coffee Factory
AI Visibility & Sentiment

The Coffee Factory

The Coffee Factory is a family-owned independent coffee roastery and cafe with locations in New Hampshire and Massachusetts. They specialize in on-site small-batch roasting to provide fresh, high-quality coffee beans and handcrafted espresso beverages to their local communities.

Active Monitoring
coffeefactory.com
Food and Beverage
AI Visibility Score
48/100

Moderate

Sentiment Score
97/100
Score by Priority

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core
48
adjacent
9
OverviewLandscapeInsights & ActionsConversationsCitations

Is this your business?

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe The Coffee Factory today.

The Coffee Factory has established a strong local foundation, regularly securing top-tier placement in discovery searches for coffee roasters in Derry, yet it remains largely absent from competitive comparison and catering-related AI queries. While AI agents already recognize the brand as a credible coffee entity, they struggle to distinguish it from generic name-sake businesses, presenting a prime opportunity to clarify brand identity and capture higher-value commercial intent.

Working in your favor

You currently hold a strong 63% mention rate for local specialty discovery queries, particularly on Claude and Gemini. Maintaining this momentum requires continuing to produce content that highlights your workspace atmosphere and espresso quality.

Gaps to close

While competitors like Aroma Joe's and Union Coffee Co. dominate queries comparing local roasters, The Coffee Factory currently has zero visibility here. AI models cannot recommend you as a superior alternative if you haven't published content that explicitly maps your unique roasting process and quality against these specific market incumbents.

Current AI visibility for catering is near-zero, leaving Google's AI Overviews to surface generic or bulk-focused providers. By creating specialized content for corporate workshops and professional events, we can position your brand as a premium, high-quality catering solution in the Newburyport area.

Opportunities

Your ChatGPT visibility lags behind Gemini and Claude, partly because AI models lack a robust, verified knowledge base about your brand identity. Consolidating your narrative into clear, factual mission and quality statements will help models cite you as a trusted local expert.

With a 42% visibility score among tech professionals, you have a solid foundation but significant room to grow. Aligning your content to highlight technical details of your coffee process will appeal to this analytical demographic and improve your standing against competing roasters.

Highest-Impact Actions
1

Publish a comparison guide against local roasters

Directly answering comparison queries is essential to intercept users looking for better alternatives to the incumbents currently cited by AI.

2

Create a premium coffee catering brochure

AI models currently lack evidence of your professional catering capabilities for corporate and wedding events, causing them to omit you from these high-intent local searches.

3

Publish an 'About Our Roastery' brand page

Providing a definitive source of truth about your brand's philosophy and reputation directly addresses the 'no data' findings in current ChatGPT query responses.

Value Proposition

Handcrafting premium, on-site roasted specialty coffee and seasonal beverages within a welcoming, community-focused independent cafe environment.

Overview

The Coffee Factory is a family-owned independent coffee roastery and cafe with locations in New Hampshire and Massachusetts. They specialize in on-site small-batch roasting to provide fresh, high-quality coffee beans and handcrafted espresso beverages to their local communities.

Mission

To offer the passionate coffee drinker the finest fresh coffees by roasting on-site to ensure absolute quality and value.

Products & Services
Freshly Roasted Coffee BeansEspresso and Specialty LattesHandcrafted Breakfast SandwichesSeasonal Craft Coffee DrinksCoffee Catering and Event Space
Current State

Visibility Landscape

A high-level view of how The Coffee Factory performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation1q

Sentiment when asked about the brand directly

50
—
—
—
“What do you know about The Coffee Factory? What do they do and what's their reputation?”
Neutral
—
—
—

Core6q

Product/service category queries

39
46
58
45
“what are the best local roasters in Derry NH for fresh coffee beans that are better than big chains”
No
#1
#1
#1
“where can I find the best specialty lattes and breakfast sandwiches in Newburyport MA that aren't just drive-through spots”
No
#4
#2
#1
“recommend some independent coffee shops near me in the Derry area for a good workspace with strong espresso”
#1
No
#1
No
“what are some better modern alternatives to Union Coffee Co. and Aroma Joe's if I want really fresh roasted beans”
No
No
No
No
“compare the quality of coffee beans from Woods Creek Roasters vs other local craft roasters in the New England area”
No
No
No
No
“what's better than standard cafe chains for getting freshly roasted coffee in New Hampshire this year”
No
No
No
No

Growth Areas3q

Adjacent, aspirational & visionary

0
0
0
36
“best coffee catering services for a morning corporate event in the Newburyport area”
No
No
No
#2
“what are some unique local spots for hosting a small workshop that offer catering for coffee and light food”
No
No
No
No
“where to find professional coffee catering that does more than just bulk drip for a 2026 wedding reception in NH”
No
No
No
No
ChatGPT
Claude
Gemini
AI Overviews

“What do you know about The Coffee Factory? What do they do and what's their reputation?”

ChatGPTNeutral
Claude—
Gemini—
AI Overviews—

“what are the best local roasters in Derry NH for fresh coffee beans that are better than big chains”

ChatGPTNo
Claude#1
Gemini#1
AI Overviews#1

“where can I find the best specialty lattes and breakfast sandwiches in Newburyport MA that aren't just drive-through spots”

ChatGPTNo
Claude#4
Gemini#2
AI Overviews#1

“recommend some independent coffee shops near me in the Derry area for a good workspace with strong espresso”

ChatGPT#1
ClaudeNo
Gemini#1
AI OverviewsNo

“what are some better modern alternatives to Union Coffee Co. and Aroma Joe's if I want really fresh roasted beans”

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

“compare the quality of coffee beans from Woods Creek Roasters vs other local craft roasters in the New England area”

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

“what's better than standard cafe chains for getting freshly roasted coffee in New Hampshire this year”

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

“best coffee catering services for a morning corporate event in the Newburyport area”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews#2

“what are some unique local spots for hosting a small workshop that offer catering for coffee and light food”

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

“where to find professional coffee catering that does more than just bulk drip for a 2026 wedding reception in NH”

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo
Brand Ecosystem
1
The Coffee Factory
16 mentions
2
Aroma Joe's
aromajoes.com
12 mentions
3
Plume Café
9 mentions
4
Middle Street Foods
middlestreetfoods.com
7 mentions
5
Woodshed Roasting Company
7 mentions
6
Union Coffee Co.
7 mentions
7
Woods Creek Roasters
7 mentions
8
Coffeeberries
coffeeberries.com
6 mentions
9
Changing Tides Café
changingtidescafe.com
6 mentions
10
Mill City Roasting
millcityroasting.com
5 mentions
11
Farmhouse Roasters
farmhouseroasters.com
5 mentions
Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve The Coffee Factory's AI visibility.

Key Findings

Strength

How can we double down on our success in local specialty coffee discovery?

You currently hold a strong 63% mention rate for local specialty discovery queries, particularly on Claude and Gemini. Maintaining this momentum requires continuing to produce content that highlights your workspace atmosphere and espresso quality.

Gap

Why is The Coffee Factory absent from AI-generated competitive comparisons?

While competitors like Aroma Joe's and Union Coffee Co. dominate queries comparing local roasters, The Coffee Factory currently has zero visibility here. AI models cannot recommend you as a superior alternative if you haven't published content that explicitly maps your unique roasting process and quality against these specific market incumbents.

Gap

How can we capture high-value event and hospitality catering demand in AI search?

Current AI visibility for catering is near-zero, leaving Google's AI Overviews to surface generic or bulk-focused providers. By creating specialized content for corporate workshops and professional events, we can position your brand as a premium, high-quality catering solution in the Newburyport area.

Recommended Actions

1

Publish a comparison guide against local roasters

Directly answering comparison queries is essential to intercept users looking for better alternatives to the incumbents currently cited by AI.

2

Create a premium coffee catering brochure

AI models currently lack evidence of your professional catering capabilities for corporate and wedding events, causing them to omit you from these high-intent local searches.

3

Publish an 'About Our Roastery' brand page

Providing a definitive source of truth about your brand's philosophy and reputation directly addresses the 'no data' findings in current ChatGPT query responses.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI Overviews
Local Specialty Coffee Discovery(3 queries)

“what are the best local roasters in Derry NH for fresh coffee beans that are better than big chains”

2/4 platforms mentioned

Core
ChatGPTChatGPT
1.Mill City Roasting
2.Woodshed Roasting Company
3.Coffeeberries
4.Little Bear Coffee Roasters
5.King David Coffee Roasters
ClaudeClaude
1.The Coffee Factory
2.Natalie's Roastery
GeminiGemini
1.The Coffee Factory
2.Coffeeberries
3.Woodshed Roasting Company
4.Mill City Roasting
5.Farmhouse Roasters

+1 more

AI OverviewsAI Overviews
1.Starbucks
2.Dunkin'
3.Mill City Roasting Company

“where can I find the best specialty lattes and breakfast sandwiches in Newburyport MA that aren't just drive-through spots”

3/4 platforms mentioned

Core
ChatGPTChatGPT
1.Chococoa Café (Chococoa Baking Co.)
2.Middle Street Foods
3.Port City Sandwich Co.
4.Plume Café
5.Abraham’s Bagels and Pizza

+1 more

ClaudeClaude
1.Middle Street Foods
2.Changing Tides Café (George Howell)
3.Olive's Coffee & Bakehouse
4.The Coffee Factory
5.FM Station Cafe

+1 more

GeminiGemini
1.Plume Café
2.The Coffee Factory
3.Middle Street Foods
4.Abraham’s Bagels
5.Changing Tides Café (George Howell)
AI OverviewsAI Overviews
1.The Coffee Factory
2.Olive's Coffee & Bakehouse
3.Abraham's Bagels
4.Changing Tides Café
5.Plume Café

“recommend some independent coffee shops near me in the Derry area for a good workspace with strong espresso”

2/4 platforms mentioned

Core
ChatGPTChatGPT
1.The Coffee Factory
2.The Grind
3.Casa Java Cafe
4.O’Shea’s Caife & Tae
5.Heav’nly Donuts

+1 more

ClaudeClaude

No brands listed

GeminiGemini
1.Graft Coffee
2.Offing Coffee
3.Brew and Bite
4.Nine Hostages
5.The Grind
6.The Coffee Factory

+2 more

AI OverviewsAI Overviews
1.Sinnsro Cafe
2.Graft Speciality Coffee
3.Aroma Joe's
Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

Mill City Roasting – Specialty Coffee & Wholesale Solutions in Londonderry, NH | Roasters Map

roastersmap.com

Web1 ref

Specialty Coffee Roasting in New Hampshire | Woodshed Roasting Company – Woodshed Roast Coffee

woodshedroast.com

Web1 ref

Coffeeberries | A place to savor a slower pace of life.

coffeeberries.com

Web1 ref

Specialty Coffee Roasted for Comfort | Little Bear Coffee Roasters

littlebearcoffeeroasters.com

Web1 ref

Fresh Roasted Coffee | King David Coffee Roasters

kingdavidcoffee.com

Web1 ref

Best Coffee Roasters in Derry, New Hampshire – Fresh & Locally Roasted | Roasters Map

roastersmap.com

Web1 ref

THE BEST 10 COFFEE & TEA NEAR DERRY, NH 03038 - UPDATED 2026 - HOURS - YELP

yelp.com

Web1 ref

Natalie’s Roastery – Derry NH Coffee Roasters & Specialty Blends | Roasters Map

roastersmap.com

Web1 ref

The Coffee Factory – Fresh Coffee & Espresso in Derry, NH | Roasters Map

roastersmap.com

Web1 ref

TOP 10 BEST Coffee Roasteries near Derry, NH - Updated 2026 - Yelp

yelp.com

Web1 ref

Farmhouse Roasters | Macaroni KID Derry-Hampstead-Salem-Pelham

derry.macaronikid.com

Web1 ref

New Hampshire Coffee Roasters - CoffeeBeaned.com

coffeebeaned.com

Web1 ref

Best Coffee Shops in New Hampshire - Real: The Kitchen and Beyond

realthekitchenandbeyond.com

Web1 ref

The Coffee Factory

derry.macaronikid.com

Web1 ref

farmhouseroasters.com

farmhouseroasters.com

Web1 ref

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned July 8, 2026.

Explore Food and Beverage

View all
Dumpling Time
Dumpling Time
97/100
Boil Daddy
Boil Daddy
58/100
Food Research Lab
Food Research Lab
54/100
Mooney’s Pizza
Mooney’s Pizza
51/100
CELSIUS
CELSIUS
45/100
Kopi Kenangan (Kenangan Coffee)
Kopi Kenangan (Kenangan Coffee)
42/100
Milo and Olive
Milo and Olive
41/100
Riceland Foods, Inc.
Riceland Foods, Inc.
29/100
Poké
Poké
23/100
Habanero Pibil
Habanero Pibil
0/100

Start getting
recommended by AI.

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

The Coffee Factory is a family-owned independent coffee roastery and cafe with locations in New Hampshire and Massachusetts. They specialize in on-site small-batch roasting to provide fresh, high-quality coffee beans and handcrafted espresso beverages to their local communities.

Handcrafting premium, on-site roasted specialty coffee and seasonal beverages within a welcoming, community-focused independent cafe environment.

AI Visibility Score

The Coffee Factory has an AI visibility score of 48/100, rated as moderate. This score reflects how often and how prominently The Coffee Factory appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

The Coffee Factory has established a strong local foundation, regularly securing top-tier placement in discovery searches for coffee roasters in Derry, yet it remains largely absent from competitive comparison and catering-related AI queries. While AI agents already recognize the brand as a credible coffee entity, they struggle to distinguish it from generic name-sake businesses, presenting a prime opportunity to clarify brand identity and capture higher-value commercial intent.

Strengths

  • You currently hold a strong 63% mention rate for local specialty discovery queries, particularly on Claude and Gemini. Maintaining this momentum requires continuing to produce content that highlights your workspace atmosphere and espresso quality.

Visibility Gaps

  • While competitors like Aroma Joe's and Union Coffee Co. dominate queries comparing local roasters, The Coffee Factory currently has zero visibility here. AI models cannot recommend you as a superior alternative if you haven't published content that explicitly maps your unique roasting process and quality against these specific market incumbents.
  • Current AI visibility for catering is near-zero, leaving Google's AI Overviews to surface generic or bulk-focused providers. By creating specialized content for corporate workshops and professional events, we can position your brand as a premium, high-quality catering solution in the Newburyport area.

Competitors in AI Recommendations

  • Aroma Joe's: 12 mentions
  • Plume Café: 9 mentions
  • Middle Street Foods: 7 mentions
  • Woodshed Roasting Company: 7 mentions
  • Union Coffee Co.: 7 mentions
  • Woods Creek Roasters: 7 mentions
  • Coffeeberries: 6 mentions
  • Changing Tides Café: 6 mentions
  • Mill City Roasting: 5 mentions
  • Farmhouse Roasters: 5 mentions
  • Onyx Coffee Lab: 5 mentions
  • Blue Bottle Coffee: 5 mentions
  • Hometown Coffee Roasters: 5 mentions
  • Changing Tides Café (George Howell): 5 mentions
  • Olive's Coffee & Bakehouse: 5 mentions

Categories: Food and Beverage