---
title: Entity Map | Parsnipp
canonical: https://parsnipp.com/entity-map/
last_updated: 2026-10-22
entities: 75
relations: 179
publisher: Parsnipp Inc.
---
# Parsnipp Entity Map
The people, products, plans, methods and concepts behind Parsnipp, with typed relations and evidence. Canonical facts and guidance: https://parsnipp.com/ai-instructions/ . JSON: https://parsnipp.com/entity-map.json

## Organizations

### Parsnipp (Organization)

ID: `parsnipp`

Parsnipp Inc. is a Delaware corporation headquartered in Seattle that makes an AI search marketing platform covering GEO / AEO, LLM advertising and agentic commerce.

Page: https://parsnipp.com/about/

Also known as: Parsnipp Inc., Parsnipp AI

- founded: 2025-11
- launched: 2026-04
- customers: Almost 1,000 as of September 2026

**Relations**

- `FOUNDED_BY` → Andrew Higgins (`andrew-higgins`)
- `FOUNDED_BY` → Awad Sayeed (`awad-sayeed`)
- `INCORPORATED_IN` → Delaware (`delaware`)
- `HEADQUARTERED_IN` → Seattle, Washington (`seattle`)
- `HAS_OFFICE_IN` → New York City (`new-york-city`)
- `HAS_OFFICE_IN` → London (`london`)
- `EMPLOYS` → Brandon Robinson (`brandon-robinson`)
- `EMPLOYS` → John Chambers (`john-chambers`)
- `EMPLOYS` → Molly Pannell (`molly-pannell`)
- `MAKES` → Parsnipp platform (`parsnipp-platform`)
- `OFFERS` → Parsnipp services (`parsnipp-services`)
- `OFFERS` → Free custom AI search marketing report (`free-custom-report`)
- `PUBLISHES` → Parsnipp blog (`parsnipp-blog`)
- `PUBLISHES` → Parsnipp AI Search News (`parsnipp-news`)
- `PUBLISHES` → Parsnipp AI Search & GEO Glossary (`parsnipp-glossary`)
- `PUBLISHES` → Parsnipp Help Center (`parsnipp-help-center`)
- `DEFINES` → AI search marketing (`ai-search-marketing`)
- `DIFFERENT_FROM` → Parsnip (one P) (`parsnip`)

**Evidence**

- Wikidata entity for Parsnipp. Source: [Parsnipp (Q140676640)](https://www.wikidata.org/wiki/Q140676640), Wikidata, retrieved 2026-10-17.
- Founded November 2025 by Andrew Higgins and Awad Sayeed; headquartered in Seattle with offices in New York City and London. Customers: Almost 1,000 as of September 2026. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.
- Legal entity is Parsnipp Inc., a Delaware corporation. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.
- Company profile for Parsnipp. Source: [Parsnipp company profile](https://www.crunchbase.com/organization/parsnipp), Crunchbase, retrieved 2026-10-17.

Same as: https://www.wikidata.org/wiki/Q140676640, https://www.crunchbase.com/organization/parsnipp, https://www.linkedin.com/company/parsnipp, https://x.com/try_parsnipp, https://www.facebook.com/people/Parsnipp/61582596530453/, https://www.glassdoor.com/Overview/Working-at-Parsnipp-EI_IE11014556.11,19.htm, https://www.youtube.com/channel/UCKJmdeyILCDdaNv9DJvIUAA, https://www.instagram.com/try_parsnipp/, https://www.g2.com/sellers/parsnipp

### Pixlee (Organization)

ID: `pixlee`

User-generated content and influencer marketing platform, acquired in 2021. Parsnipp's founders built it before starting Parsnipp.

**Relations**

- `FOUNDERS_LATER_FOUNDED` → Parsnipp (`parsnipp`)

**Evidence**

- Parsnipp comes out of Pixlee, acquired in 2021. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.
- Explains how the shift from search to AI agents mirrors the shift Pixlee helped brands through. Source: [From UGC to GEO: Why We’re Building Parsnipp](https://parsnipp.com/blog/from-ugc-to-geo-why-were-building-parsnipp/), Parsnipp, retrieved 2026-10-17.

### Emplifi (Organization)

ID: `emplifi`

Social media and customer experience software company where both Parsnipp founders held leadership roles.

**Relations**

- `FORMER_EMPLOYER_OF` → Andrew Higgins (`andrew-higgins`)
- `FORMER_EMPLOYER_OF` → Awad Sayeed (`awad-sayeed`)

**Evidence**

- Andrew Higgins led growth across Emplifi's six-product suite; Awad Sayeed led Emplifi's Commerce Product organization. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

### Forbes Technology Council (Organization)

ID: `forbes-technology-council`

Contributor network at Forbes where Parsnipp's CEO publishes on AI search marketing.

**Relations**

- `PUBLISHED` → Andrew Higgins (`andrew-higgins`)

**Evidence**

- AI Search Marketing Is Bigger Than AEO, 6 October 2026. Source: [AI Search Marketing Is Bigger Than AEO](https://www.forbes.com/councils/forbestechcouncil/2026/10/06/ai-search-marketing-is-bigger-than-aeo/), Forbes Technology Council, retrieved 2026-10-17.
- Expert panel including Andrew Higgins, 14 October 2026. Source: [How To Prepare Customer Support Workflows For AI Automation](https://www.forbes.com/councils/forbestechcouncil/2026/10/14/how-to-prepare-customer-support-workflows-for-ai-automation/), Forbes Technology Council, retrieved 2026-10-17.

### NPHub (Organization)

ID: `nphub`

Clinical placement service for nurse practitioner students and a Parsnipp customer with a published case study.

Page: https://parsnipp.com/blog/how-nphub-quadrupled-llm-traffic-in-30-days/

- llm referral traffic 30 days: +380% weekly (NPHub Google Analytics)
- geo score 30 days: +76 points from a baseline of 230
- ai visibility score 30 days: +44% from a baseline of 34.7%
- new brand citations: 378
- recommendations implemented: 6 of 33

**Relations**

- `CUSTOMER_OF` → Parsnipp (`parsnipp`)
- `USES` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- In 30 days, weekly LLM referral traffic rose 380%, GEO Score rose 76 points and AI Visibility Score rose 44%, with 6 of 33 recommendations implemented. Source: [How NPHub Grew LLM Traffic 380% in 30 Days](https://parsnipp.com/blog/how-nphub-quadrupled-llm-traffic-in-30-days/), Parsnipp, retrieved 2026-10-17.

### C-P Systems (Organization)

ID: `c-p-systems`

Parsnipp customer named publicly on the About page.

**Relations**

- `CUSTOMER_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Listed under notable clients. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

### Forge (Organization)

ID: `forge`

Parsnipp customer named publicly on the About page.

**Relations**

- `CUSTOMER_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Listed under notable clients. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

### Four Elements Nordic Sauna (Organization)

ID: `four-elements-nordic-sauna`

Parsnipp customer named publicly on the About page.

**Relations**

- `CUSTOMER_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Listed under notable clients. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

### Onyx Candles (Organization)

ID: `onyx-candles`

Parsnipp customer named publicly on the About page.

**Relations**

- `CUSTOMER_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Listed under notable clients. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

### Achelois Holistic Wellness (Organization)

ID: `achelois-holistic-wellness`

Parsnipp customer named publicly on the About page.

**Relations**

- `CUSTOMER_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Listed under notable clients. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

### Nordic Harbor (Organization)

ID: `nordic-harbor`

Parsnipp customer named publicly on the About page.

**Relations**

- `CUSTOMER_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Listed under notable clients. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

### Profound (Organization)

ID: `profound`

AI visibility software company. Competitor.

Page: https://parsnipp.com/parsnipp-vs-profound/

**Relations**

- `COMPETES_WITH` → Parsnipp (`parsnipp`)

**Evidence**

- Side-by-side comparison. Source: [Parsnipp vs Profound](https://parsnipp.com/parsnipp-vs-profound/), Parsnipp, retrieved 2026-10-17.

### Peec AI (Organization)

ID: `peec-ai`

AI visibility software company. Competitor.

Page: https://parsnipp.com/parsnipp-vs-peec-ai/

**Relations**

- `COMPETES_WITH` → Parsnipp (`parsnipp`)

**Evidence**

- Side-by-side comparison. Source: [Parsnipp vs Peec AI](https://parsnipp.com/parsnipp-vs-peec-ai/), Parsnipp, retrieved 2026-10-17.

### Semrush (Organization)

ID: `semrush`

SEO and marketing software company with AI visibility features. Competitor.

Page: https://parsnipp.com/parsnipp-vs-semrush/

**Relations**

- `COMPETES_WITH` → Parsnipp (`parsnipp`)

**Evidence**

- Side-by-side comparison. Source: [Parsnipp vs Semrush](https://parsnipp.com/parsnipp-vs-semrush/), Parsnipp, retrieved 2026-10-17.

### Otterly.AI (Organization)

ID: `otterly-ai`

AI visibility software company. Competitor.

**Relations**

- `COMPETES_WITH` → Parsnipp (`parsnipp`)

**Evidence**

- Named among other companies in AI visibility and GEO. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

### AthenaHQ (Organization)

ID: `athenahq`

AI visibility software company. Competitor.

**Relations**

- `COMPETES_WITH` → Parsnipp (`parsnipp`)

**Evidence**

- Named among other companies in AI visibility and GEO. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

### Scrunch (Organization)

ID: `scrunch`

AI visibility software company. Competitor.

**Relations**

- `COMPETES_WITH` → Parsnipp (`parsnipp`)

**Evidence**

- Named among other companies in AI visibility and GEO. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

## People

### Andrew Higgins (Person)

ID: `andrew-higgins`

Co-founder and Chief Executive Officer of Parsnipp. Previously on the original team that built Pixlee, then led growth across Emplifi's social media suite, and served as CMO of StartX.

Page: https://parsnipp.com/andrew-higgins/

**Relations**

- `CEO_OF` → Parsnipp (`parsnipp`)
- `CO_FOUNDED` → Parsnipp (`parsnipp`)
- `PREVIOUSLY_BUILT` → Pixlee (`pixlee`)
- `PREVIOUSLY_AT` → Emplifi (`emplifi`)
- `CONTRIBUTOR_TO` → Forbes Technology Council (`forbes-technology-council`)
- `WRITES_FOR` → Parsnipp blog (`parsnipp-blog`)

**Evidence**

- CEO; on the original Pixlee team; led growth at Emplifi; former CMO of StartX. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.
- Wikidata entity for Andrew Higgins, co-founder and CEO of Parsnipp. Source: [Andrew Higgins (Q141343910)](https://www.wikidata.org/wiki/Q141343910), Wikidata, retrieved 2026-10-17.
- Forbes Councils member profile as CEO of Parsnipp. Source: [Andrew Higgins council profile](https://councils.forbes.com/profile/Andrew-Higgins-CEO-Parsnipp/bf59ae9c-eeee-4d42-8b94-9b07e87c1063), Forbes Councils, retrieved 2026-10-17.
- Entrepreneur contributor author page. Source: [Andrew Higgins author page](https://www.entrepreneur.com/author/andrew-higgins), Entrepreneur, retrieved 2026-10-17.
- Byline on AI search marketing for Forbes Technology Council, October 2026. Source: [AI Search Marketing Is Bigger Than AEO](https://www.forbes.com/councils/forbestechcouncil/2026/10/06/ai-search-marketing-is-bigger-than-aeo/), Forbes Technology Council, retrieved 2026-10-17.
- Argues in Entrepreneur that AI agents are now customers, October 2026. Source: [Bots Used to Be a Threat. Now They're Your Customers.](https://www.entrepreneur.com/business-news/tech/bots-used-to-be-a-threat-now-theyre-your-customers), Entrepreneur, retrieved 2026-10-17.

Same as: https://parsnipp.com/andrew-higgins/, https://www.wikidata.org/wiki/Q141343910, https://www.linkedin.com/in/andrewmhiggins/, https://councils.forbes.com/profile/Andrew-Higgins-CEO-Parsnipp/bf59ae9c-eeee-4d42-8b94-9b07e87c1063, https://www.entrepreneur.com/author/andrew-higgins

### Awad Sayeed (Person)

ID: `awad-sayeed`

Co-founder and Chief Technology Officer of Parsnipp. A three-time technical founder and Forbes 30 Under 30 honoree who co-founded Pixlee and later led Emplifi's Commerce Product organization.

Page: https://parsnipp.com/awad-sayeed/

**Relations**

- `CTO_OF` → Parsnipp (`parsnipp`)
- `CO_FOUNDED` → Parsnipp (`parsnipp`)
- `CO_FOUNDED` → Pixlee (`pixlee`)
- `PREVIOUSLY_AT` → Emplifi (`emplifi`)

**Evidence**

- CTO; three-time technical founder; Forbes 30 Under 30; co-founded Pixlee; led Emplifi's Commerce Product organization. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.
- Wikidata entity for Awad Sayeed, co-founder and CTO of Parsnipp. Source: [Awad Sayeed (Q141344379)](https://www.wikidata.org/wiki/Q141344379), Wikidata, retrieved 2026-10-17.
- Forbes profile naming him a co-founder of Pixlee. Source: [Awad Sayeed profile](https://www.forbes.com/profile/awad-sayeed/), Forbes, retrieved 2026-10-17.

Same as: https://parsnipp.com/awad-sayeed/, https://www.wikidata.org/wiki/Q141344379, https://www.linkedin.com/in/awadsayeed/, https://www.forbes.com/profile/awad-sayeed/

### Brandon Robinson (Person)

ID: `brandon-robinson`

Director of Digital at Parsnipp and author of its weekly GEO Tip of the Week series on technical and content fixes for AI search.

Page: https://parsnipp.com/brandon-robinson/

**Relations**

- `WORKS_FOR` → Parsnipp (`parsnipp`)
- `AUTHOR_OF` → GEO Tip of the Week (`geo-tip-of-the-week`)
- `WRITES_FOR` → Parsnipp blog (`parsnipp-blog`)

**Evidence**

- Director of Digital. Source: [Meet the Parsnipp team](https://parsnipp.com/team/), Parsnipp, retrieved 2026-10-17.
- First GEO Tip of the Week; the series has run weekly since March 2026. Source: [GEO Tip of the Week: Add Aggregate Rating and Review Schema](https://parsnipp.com/blog/parsnipps-weekly-geo-tip-rating-review-schema/), Parsnipp, retrieved 2026-10-17.

### John Chambers (Person)

ID: `john-chambers`

Director of Brand Strategy at Parsnipp.

Page: https://parsnipp.com/john-chambers/

**Relations**

- `WORKS_FOR` → Parsnipp (`parsnipp`)

**Evidence**

- Director of Brand Strategy. Source: [Meet the Parsnipp team](https://parsnipp.com/team/), Parsnipp, retrieved 2026-10-17.

### Molly Pannell (Person)

ID: `molly-pannell`

Chief of Staff at Parsnipp and author of the Q2 and Q3 2026 editions of its quarterly LLMs and advertising snapshot.

Page: https://parsnipp.com/molly-pannell/

**Relations**

- `WORKS_FOR` → Parsnipp (`parsnipp`)
- `AUTHOR_OF` → LLMs and Advertising: quarterly snapshot (`llm-ads-snapshot`)
- `WRITES_FOR` → Parsnipp blog (`parsnipp-blog`)

**Evidence**

- Chief of Staff. Source: [Meet the Parsnipp team](https://parsnipp.com/team/), Parsnipp, retrieved 2026-10-17.
- Author of the Q3 2026 snapshot of where each LLM platform stands on advertising. Source: [LLMs & Advertising: A Snapshot of Where Each Platform Stands (Q3 2026)](https://parsnipp.com/blog/llms-advertising-a-snapshot-of-where-each-platform-stands-q3-2026/), Parsnipp, retrieved 2026-10-17.

## Places

### Seattle, Washington (Place)

ID: `seattle`

Parsnipp's headquarters.

**Relations**

- `HQ_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Headquarters: Seattle, Washington, USA. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

Same as: https://www.wikidata.org/wiki/Q5083

### New York City (Place)

ID: `new-york-city`

Parsnipp office location.

**Relations**

- `OFFICE_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Other offices: New York City and London. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

Same as: https://www.wikidata.org/wiki/Q60

### London (Place)

ID: `london`

Parsnipp office location.

**Relations**

- `OFFICE_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Other offices: New York City and London. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.

Same as: https://www.wikidata.org/wiki/Q84

### Delaware (Place)

ID: `delaware`

Parsnipp Inc.'s state of incorporation.

**Relations**

- `JURISDICTION_OF` → Parsnipp (`parsnipp`)

**Evidence**

- Parsnipp Inc., a Delaware corporation. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

Same as: https://www.wikidata.org/wiki/Q1393

## Products

### Parsnipp platform (SoftwareProduct)

ID: `parsnipp-platform`

Web-based AI search marketing platform with three products, GEO / AEO, LLM Ads and Agentic Commerce, sharing one data layer.

Page: https://parsnipp.com/platform/

- launched: 2026-04
- platform: Web

**Relations**

- `MADE_BY` → Parsnipp (`parsnipp`)
- `HAS_PRODUCT` → Parsnipp GEO / AEO (`geo-aeo-product`)
- `HAS_PRODUCT` → Parsnipp LLM Ads (`llm-ads-product`)
- `HAS_PRODUCT` → Parsnipp Agentic Commerce (`agentic-commerce-product`)
- `USES_METHOD` → Persona-based querying (`persona-based-querying`)
- `USES_METHOD` → Multi-turn conversation modeling (`multi-turn-conversation-modeling`)
- `SOLD_AS` → Free plan (`free-plan`)
- `SOLD_AS` → Core plan (`core-plan`)
- `SOLD_AS` → Advanced plan (`advanced-plan`)
- `SOLD_AS` → Custom package (`custom-package`)

**Evidence**

- Describes GEO / AEO, Agentic Commerce and LLM Ads on one platform. Source: [AI Search Marketing Platform](https://parsnipp.com/platform/), Parsnipp, retrieved 2026-10-17.
- Platform launched with persona-based agents and multi-turn conversations. Source: [Parsnipp Launches New Behavior-Driven AI Search and GEO Platform That Models Real Buyer Interactions](https://parsnipp.com/blog/parsnipps-behavior-driven-ai-search-platform/), Parsnipp, retrieved 2026-10-17.
- Three steps: see where the brand stands, get a prioritized plan, act across content, LLM ads and agentic commerce. Source: [How Parsnipp Works](https://parsnipp.com/how-it-works/), Parsnipp, retrieved 2026-10-17.
- Third-party coverage of the April 2026 launch. Source: [Parsnipp Launches Behavior-Driven AI Search and GEO Platform](https://techintelpro.com/news?page=580), TechIntelPro, retrieved 2026-10-17.

### Parsnipp GEO / AEO (SoftwareProduct)

ID: `geo-aeo-product`

Parsnipp's organic AI visibility product: tracks brand, category and competitor visibility, share of voice, sentiment and citations across AI engines, and ranks the fixes that improve them.

Page: https://parsnipp.com/aeo-geo/

Also known as: Parsnipp AEO / GEO, Parsnipp AI Visibility

**Relations**

- `PART_OF` → Parsnipp platform (`parsnipp-platform`)
- `IMPLEMENTS` → Generative engine optimization (GEO) (`geo`)
- `MEASURES` → AI visibility (`ai-visibility`)
- `MEASURES` → Share of voice (AI search) (`share-of-voice`)
- `MEASURES` → AI brand sentiment (`ai-brand-sentiment`)
- `MEASURES` → Citation rate (`citation-rate`)
- `MEASURES` → GEO Score (`geo-score`)
- `MEASURES` → AI Visibility Score (`ai-visibility-score`)
- `USES_METHOD` → Prompt tracking (`prompt-tracking`)
- `HAS_FEATURE` → Content Recommendations (`content-recommendations`)
- `TRACKS` → ChatGPT (`chatgpt`)
- `TRACKS` → Gemini (`gemini`)
- `TRACKS` → Claude (`claude`)
- `TRACKS` → Grok (`grok`)
- `TRACKS` → Google AI Overviews (`google-ai-overviews`)
- `TRACKS` → Google AI Mode (`google-ai-mode`)
- `TRACKS` → Muse (`muse`)
- `FEEDS_DATA_TO` → Parsnipp LLM Ads (`llm-ads-product`)
- `FEEDS_DATA_TO` → Parsnipp Agentic Commerce (`agentic-commerce-product`)

**Evidence**

- Tracks mentions, citations, sentiment and share of voice; brand, category, competitor, citation and persona views. Source: [GEO / AEO](https://parsnipp.com/aeo-geo/), Parsnipp, retrieved 2026-10-17.
- Engines covered: ChatGPT and Gemini on every plan, Claude on Core and Advanced. Grok, Google AI Overviews, Google AI Mode and Muse on custom packages. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.
- Self-serve plans cover ChatGPT and Gemini (Free), plus Claude (Core), plus Grok (Advanced). Source: [Pricing](https://parsnipp.com/pricing/), Parsnipp, retrieved 2026-10-17.
- Google AI Overviews, Google AI Mode and Muse are on custom packages only. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

### Parsnipp LLM Ads (SoftwareProduct)

ID: `llm-ads-product`

Parsnipp's paid AI search product for creating and managing ChatGPT Ads inside Parsnipp, targeted with Smart LLM Ads using organic AI visibility gaps.

Page: https://parsnipp.com/llm-ads/

**Relations**

- `PART_OF` → Parsnipp platform (`parsnipp-platform`)
- `IMPLEMENTS` → LLM advertising (`llm-advertising`)
- `MANAGES_CAMPAIGNS_ON` → ChatGPT Ads (`chatgpt-ads`)
- `USES_DATA_FROM` → Parsnipp GEO / AEO (`geo-aeo-product`)
- `HAS_FEATURE` → Smart LLM Ads (`smart-llm-ads`)
- `HAS_FEATURE` → Smart Ads for ChatGPT (`smart-ads-for-chatgpt`)

**Evidence**

- Smart LLM Ads lets marketers create and manage ChatGPT ads inside Parsnipp, using GEO insights to target missed conversations. Source: [Parsnipp Introduces Smart LLM Ads, the First Integrated, Market Ready AI Search Advertising Platform](https://parsnipp.com/blog/parsnipp-introduces-smart-llm-ads-the-first-integrated-market-ready-ai-search-advertising-platform/), Parsnipp, retrieved 2026-10-17.
- LLM Ads product page. Source: [LLM Ads](https://parsnipp.com/llm-ads/), Parsnipp, retrieved 2026-10-17.
- Core includes up to $1,000 and Advanced up to $5,000 of monthly LLM ad spend. Source: [Pricing](https://parsnipp.com/pricing/), Parsnipp, retrieved 2026-10-17.

### Parsnipp Agentic Commerce (SoftwareProduct)

ID: `agentic-commerce-product`

Parsnipp's product for making catalogs readable and buyable by AI shopping agents: product visibility, catalog optimization, price drift monitoring and retailer routing.

Page: https://parsnipp.com/agentic-commerce/

**Relations**

- `PART_OF` → Parsnipp platform (`parsnipp-platform`)
- `IMPLEMENTS` → Agentic commerce (`agentic-commerce`)
- `USES_DATA_FROM` → Parsnipp GEO / AEO (`geo-aeo-product`)
- `SUPPORTS_PROTOCOL` → Agentic Commerce Protocol (ACP) (`acp`)
- `SUPPORTS_PROTOCOL` → Universal Commerce Protocol (UCP) (`ucp`)

**Evidence**

- Readiness for agentic commerce protocols such as ACP and UCP. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.
- Optimize product catalogs for AI shopping, track product visibility, enable direct commerce through LLM platforms. Source: [Agentic Commerce](https://parsnipp.com/agentic-commerce/), Parsnipp, retrieved 2026-10-17.
- Catalog optimization, price drift monitoring, retailer and inventory routing. Source: [Parsnipp homepage](https://parsnipp.com/), Parsnipp, retrieved 2026-10-17.

## Features

### Smart LLM Ads (Feature)

ID: `smart-llm-ads`

Parsnipp's proprietary LLM ads targeting layer. It enriches an ad platform's own targeting with data already in the Parsnipp account: AI visibility data, prompt insights, personas and business context. Each live channel is named Smart Ads for [platform].

Page: https://parsnipp.com/llm-ads/

**Relations**

- `PART_OF` → Parsnipp LLM Ads (`llm-ads-product`)
- `USES_DATA_FROM` → Parsnipp GEO / AEO (`geo-aeo-product`)
- `HAS_VERSION` → Smart Ads for ChatGPT (`smart-ads-for-chatgpt`)

**Evidence**

- Names Smart LLM Ads as Parsnipp's proprietary targeting layer, built on AI visibility data, prompt insights, personas and business context. Source: [Parsnipp homepage](https://parsnipp.com/), Parsnipp, retrieved 2026-10-17.
- Launch announcement for Smart LLM Ads. Source: [Parsnipp Introduces Smart LLM Ads, the First Integrated, Market Ready AI Search Advertising Platform](https://parsnipp.com/blog/parsnipp-introduces-smart-llm-ads-the-first-integrated-market-ready-ai-search-advertising-platform/), Parsnipp, retrieved 2026-10-17.
- Smart LLM Ads is the product; Smart Ads for ChatGPT is its live channel version. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

### Smart Ads for ChatGPT (Feature)

ID: `smart-ads-for-chatgpt`

The live ChatGPT version of Smart LLM Ads: ChatGPT Ads campaigns run through Parsnipp, with targeting enriched by the AI visibility data, prompt insights, personas and business context in the Parsnipp account.

Page: https://parsnipp.com/llm-ads/chatgpt-ads/

**Relations**

- `VERSION_OF` → Smart LLM Ads (`smart-llm-ads`)
- `PART_OF` → Parsnipp LLM Ads (`llm-ads-product`)
- `RUNS_ON` → ChatGPT Ads (`chatgpt-ads`)

**Evidence**

- Smart Ads for ChatGPT enriches ChatGPT's targeting with the data already in a Parsnipp account. ChatGPT Ads is live; Gemini and Muse are coming soon. Source: [Parsnipp homepage](https://parsnipp.com/), Parsnipp, retrieved 2026-10-17.
- Parsnipp manages ChatGPT ads programs from strategy to reporting. Source: [ChatGPT Ads](https://parsnipp.com/llm-ads/chatgpt-ads/), Parsnipp, retrieved 2026-10-17.

### Content Recommendations (Feature)

ID: `content-recommendations`

GEO content feature in Parsnipp that recommends content changes to improve AI visibility.

Page: https://parsnipp.com/blog/parsnipp-releases-content-recommendations/

**Relations**

- `PART_OF` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Announces Content Recommendations as a GEO Content feature. Source: [Parsnipp Releases Content Recommendations to Help Improve AI Visibility](https://parsnipp.com/blog/parsnipp-releases-content-recommendations/), Parsnipp, retrieved 2026-10-17.

## Services

### Parsnipp services (Service)

ID: `parsnipp-services`

Forward deployed services in digital marketing, brand and AI search marketing that support platform customers, sold as hourly resources with no contracts or retainers. Parsnipp is a software company first; services are not a separate agency business.

Page: https://parsnipp.com/services/

**Relations**

- `PROVIDED_BY` → Parsnipp (`parsnipp`)
- `SUPPORTS` → Parsnipp platform (`parsnipp-platform`)

**Evidence**

- Services are sold as hourly resources with no contracts or retainers. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.
- Services page. Source: [Services](https://parsnipp.com/services/), Parsnipp, retrieved 2026-10-17.
- Explains why Parsnipp paired the platform with an acquired digital marketing agency. Source: [Why We Bought a Digital Marketing Agency](https://parsnipp.com/blog/why-we-bought-a-digital-marketing-agency/), Parsnipp, retrieved 2026-10-17.

## Plans and offers

### Free plan (Offer)

ID: `free-plan`

$0/month. 1 persona, 25 prompt conversations, 3 competitors, reports for the first week only, ChatGPT and Gemini. No credit card.

Page: https://parsnipp.com/pricing/

- price: 0
- currency: USD

**Relations**

- `OFFER_FOR` → Parsnipp platform (`parsnipp-platform`)

**Evidence**

- Free plan limits and engines. Source: [Pricing](https://parsnipp.com/pricing/), Parsnipp, retrieved 2026-10-17.

### Core plan (Offer)

ID: `core-plan`

$39.99/month. 2 personas, 50 prompt conversations, 5 competitors, daily reports, ChatGPT, Gemini and Claude, LLM Ads up to $1,000/month spend, limited Agentic Commerce.

Page: https://parsnipp.com/pricing/

- price: 39.99
- currency: USD

**Relations**

- `OFFER_FOR` → Parsnipp platform (`parsnipp-platform`)

**Evidence**

- Core plan limits and engines. Source: [Pricing](https://parsnipp.com/pricing/), Parsnipp, retrieved 2026-10-17.

### Advanced plan (Offer)

ID: `advanced-plan`

From $99.99/month. 5 personas, 200 prompt conversations, 8 competitors, daily reports, ChatGPT, Gemini and Claude, 3 brands, LLM Ads up to $5,000/month spend, named customer success manager.

Page: https://parsnipp.com/pricing/

- price from: 99.99
- currency: USD

**Relations**

- `OFFER_FOR` → Parsnipp platform (`parsnipp-platform`)

**Evidence**

- Advanced plan limits and engines. Source: [Pricing](https://parsnipp.com/pricing/), Parsnipp, retrieved 2026-10-17.

### Custom package (Offer)

ID: `custom-package`

Custom data coverage for multi-brand organizations and agencies. The only way to add Google AI Overviews, Google AI Mode and Muse.

Page: https://parsnipp.com/book-demo/

**Relations**

- `OFFER_FOR` → Parsnipp platform (`parsnipp-platform`)

**Evidence**

- Custom packages with the data coverage a team needs. Source: [Pricing](https://parsnipp.com/pricing/), Parsnipp, retrieved 2026-10-17.
- AI Overviews, AI Mode and Muse are custom packages only. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

### Free custom AI search marketing report (Offer)

ID: `free-custom-report`

A free report prepared for one brand: how it shows up in AI answers, which prompts its LLM ads should target, and whether AI agents can transact with it.

Page: https://parsnipp.com/free-custom-ai-search-marketing-report/

**Relations**

- `OFFERED_BY` → Parsnipp (`parsnipp`)
- `USES_DATA_FROM` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Request page for the free custom report. Source: [Generate a Free AI Search Marketing Report for your Brand](https://parsnipp.com/free-custom-ai-search-marketing-report/), Parsnipp, retrieved 2026-10-17.

## Methods

### Persona-based querying (Method)

ID: `persona-based-querying`

Running the same buying journey as different customer personas and comparing what each is told. Parsnipp's core measurement method.

Page: https://parsnipp.com/glossary/persona-based-querying/

**Relations**

- `USED_BY` → Parsnipp platform (`parsnipp-platform`)

**Evidence**

- Definition. Source: [Persona-Based Querying](https://parsnipp.com/glossary/persona-based-querying/), Parsnipp Glossary, retrieved 2026-10-17.
- Why persona-based, multi-turn testing produces more accurate data. Source: [Why Parsnipp's AI Visibility Data Is Accurate (And Most Competitors' are not)](https://parsnipp.com/blog/why-parsnipps-ai-visibility-data-is-better/), Parsnipp, retrieved 2026-10-17.

### Multi-turn conversation modeling (Method)

ID: `multi-turn-conversation-modeling`

Tracking sequences of questions and follow-ups rather than single prompts, capturing the later, higher-intent turns where brands are shortlisted.

Page: https://parsnipp.com/glossary/multi-turn-conversation-modeling/

**Relations**

- `USED_BY` → Parsnipp platform (`parsnipp-platform`)

**Evidence**

- Definition. Source: [Multi-Turn Conversation Modeling](https://parsnipp.com/glossary/multi-turn-conversation-modeling/), Parsnipp Glossary, retrieved 2026-10-17.
- Simulates real shopper context and multi-turn conversations. Source: [About Parsnipp](https://parsnipp.com/about/), Parsnipp, retrieved 2026-10-17.
- Simulates multi-turn conversations with synthetic shopper personas, repeated across ChatGPT, Gemini, Claude, Grok, and Muse. Source: [Parsnipp homepage](https://parsnipp.com/), Parsnipp, retrieved 2026-10-17.
- In 320 simulated conversations, recommendations formed only after the shopper gave a budget: Anker / Soundcore went from 0% to 86% to 100% of picks. Source: [AI Search: Mentions & Visibility Aren't Enough](https://parsnipp.com/blog/ai-search-mentions-and-visibility-arent-enough/), Parsnipp, retrieved 2026-10-17.

### Prompt tracking (Method)

ID: `prompt-tracking`

Recording what AI assistants say when a fixed set of buyer questions is asked, run after run, so a brand can see whether and how it is named. Parsnipp runs it as persona-based, multi-turn conversations rather than single prompts.

Page: https://parsnipp.com/glossary/prompt-tracking/

**Relations**

- `USED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [Prompt Tracking](https://parsnipp.com/glossary/prompt-tracking/), Parsnipp Glossary, retrieved 2026-10-17.
- How to choose the prompts worth tracking. Source: [How to Select the Right Prompts for AI Visibility Tracking](https://parsnipp.com/blog/how-to-select-prompts-for-ai-visibility-tracking/), Parsnipp, retrieved 2026-10-17.
- How to build a prompt tracking library for ecommerce. Source: [How to Build a Prompt Tracking Library for eCommerce](https://parsnipp.com/blog/how-to-build-a-prompt-tracking-library-for-ecommerce/), Parsnipp, retrieved 2026-10-17.

## Concepts

### AI search marketing (Concept)

ID: `ai-search-marketing`

Reaching buyers inside AI assistants and agents through organic visibility (GEO / AEO), paid placement (LLM advertising) and agent-ready commerce. The category Parsnipp operates in.

Page: https://parsnipp.com/glossary/ai-search-marketing/

**Relations**

- `INCLUDES` → Generative engine optimization (GEO) (`geo`)
- `INCLUDES` → LLM advertising (`llm-advertising`)
- `INCLUDES` → Agentic commerce (`agentic-commerce`)
- `DEFINED_BY` → Parsnipp (`parsnipp`)

**Evidence**

- Definition. Source: [AI Search Marketing](https://parsnipp.com/glossary/ai-search-marketing/), Parsnipp Glossary, retrieved 2026-10-17.
- Argues AI search marketing is broader than AEO. Source: [AI Search Marketing Is Bigger Than AEO](https://www.forbes.com/councils/forbestechcouncil/2026/10/06/ai-search-marketing-is-bigger-than-aeo/), Forbes Technology Council, retrieved 2026-10-17.

### Generative engine optimization (GEO) (Concept)

ID: `geo`

Getting a brand mentioned and cited in AI-generated answers. GEO and AEO are two names for the same practice, the organic part of AI search marketing.

Page: https://parsnipp.com/glossary/generative-engine-optimization-geo/

Also known as: Answer engine optimization (AEO), AI SEO, AI search optimization (AISO), LLMO

**Relations**

- `PART_OF` → AI search marketing (`ai-search-marketing`)
- `IMPLEMENTED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [Generative Engine Optimization (GEO)](https://parsnipp.com/glossary/generative-engine-optimization-geo/), Parsnipp Glossary, retrieved 2026-10-17.
- How the terms compare. Source: [AEO vs GEO vs AI SEO](https://parsnipp.com/glossary/aeo-vs-geo-vs-ai-seo/), Parsnipp Glossary, retrieved 2026-10-17.
- Definition of AEO. Source: [Answer Engine Optimization (AEO)](https://parsnipp.com/glossary/answer-engine-optimization-aeo/), Parsnipp Glossary, retrieved 2026-10-17.

### LLM advertising (Concept)

ID: `llm-advertising`

Paid placement inside the answers an AI assistant writes.

Page: https://parsnipp.com/glossary/llm-advertising/

**Relations**

- `PART_OF` → AI search marketing (`ai-search-marketing`)
- `IMPLEMENTED_BY` → Parsnipp LLM Ads (`llm-ads-product`)

**Evidence**

- Definition. Source: [LLM Advertising](https://parsnipp.com/glossary/llm-advertising/), Parsnipp Glossary, retrieved 2026-10-17.

### Agentic commerce (Concept)

ID: `agentic-commerce`

Buying and selling where an AI agent does the searching, comparing and often the purchasing on a person's behalf.

Page: https://parsnipp.com/glossary/agentic-commerce/

**Relations**

- `PART_OF` → AI search marketing (`ai-search-marketing`)
- `IMPLEMENTED_BY` → Parsnipp Agentic Commerce (`agentic-commerce-product`)
- `USES` → Agentic commerce protocols (`agentic-commerce-protocols`)

**Evidence**

- Definition. Source: [Agentic Commerce](https://parsnipp.com/glossary/agentic-commerce/), Parsnipp Glossary, retrieved 2026-10-17.

### Agentic commerce protocols (Concept)

ID: `agentic-commerce-protocols`

The competing open standards for how AI agents find products, prove who they are, check out and pay on a person's behalf, including ACP, UCP, AP2 and MCP.

Page: https://parsnipp.com/glossary/agentic-commerce-protocols/

**Relations**

- `INCLUDES` → Agentic Commerce Protocol (ACP) (`acp`)
- `INCLUDES` → Universal Commerce Protocol (UCP) (`ucp`)
- `INCLUDES` → Agent Payments Protocol (AP2) (`ap2`)
- `INCLUDES` → Model Context Protocol (MCP) (`mcp`)
- `PART_OF` → Agentic commerce (`agentic-commerce`)

**Evidence**

- Compares ACP, UCP, MCP, AP2, MPP, Visa TAP, Mastercard Agent Pay, Klarna APP and PAP. Source: [Agentic Commerce Protocols](https://parsnipp.com/glossary/agentic-commerce-protocols/), Parsnipp Glossary, retrieved 2026-10-17.
- Which layers of a product feed agents need. Source: [The agentic commerce feed stack: what eCommerce teams actually need to track](https://parsnipp.com/blog/the-agentic-commerce-feed-stack-what-ecommerce-teams-actually-need-to-track/), Parsnipp, retrieved 2026-10-17.

### Agentic Commerce Protocol (ACP) (Concept)

ID: `acp`

Open specification from OpenAI and Stripe for how AI agents and merchants exchange product, checkout and payment information.

Page: https://parsnipp.com/glossary/agentic-commerce-protocol-acp/

Also known as: ACP

**Relations**

- `PART_OF` → Agentic commerce protocols (`agentic-commerce-protocols`)
- `SUPPORTED_BY` → Parsnipp Agentic Commerce (`agentic-commerce-product`)

**Evidence**

- Definition. Source: [Agentic Commerce Protocol (ACP)](https://parsnipp.com/glossary/agentic-commerce-protocol-acp/), Parsnipp Glossary, retrieved 2026-10-17.
- What merchants need in place to sell through ACP. Source: [GEO Tip of the Week: Get Ready for the Agentic Commerce Protocol (ACP)](https://parsnipp.com/blog/geo-tip-of-the-week-agentic-commerce-protocol/), Parsnipp, retrieved 2026-10-17.

### Universal Commerce Protocol (UCP) (Concept)

ID: `ucp`

Open standard from Google for how AI agents interact with merchant systems across the whole shopping journey.

Page: https://parsnipp.com/glossary/universal-commerce-protocol-ucp/

Also known as: UCP

**Relations**

- `PART_OF` → Agentic commerce protocols (`agentic-commerce-protocols`)
- `SUPPORTED_BY` → Parsnipp Agentic Commerce (`agentic-commerce-product`)

**Evidence**

- Definition. Source: [Universal Commerce Protocol (UCP)](https://parsnipp.com/glossary/universal-commerce-protocol-ucp/), Parsnipp Glossary, retrieved 2026-10-17.

### Agent Payments Protocol (AP2) (Concept)

ID: `ap2`

Google's open protocol for proving a shopper approved a purchase their AI agent makes.

Page: https://parsnipp.com/glossary/agent-payments-protocol-ap2/

Also known as: AP2

**Relations**

- `PART_OF` → Agentic commerce protocols (`agentic-commerce-protocols`)

**Evidence**

- Definition. Source: [Agent Payments Protocol (AP2)](https://parsnipp.com/glossary/agent-payments-protocol-ap2/), Parsnipp Glossary, retrieved 2026-10-17.

### Model Context Protocol (MCP) (Concept)

ID: `mcp`

Open protocol, introduced by Anthropic, for connecting AI assistants to outside tools and data.

Page: https://parsnipp.com/glossary/model-context-protocol-mcp/

Also known as: MCP

**Relations**

- `PART_OF` → Agentic commerce protocols (`agentic-commerce-protocols`)

**Evidence**

- Definition. Source: [Model Context Protocol (MCP)](https://parsnipp.com/glossary/model-context-protocol-mcp/), Parsnipp Glossary, retrieved 2026-10-17.

## Metrics

### AI visibility (Metric)

ID: `ai-visibility`

How often and how favorably a brand appears in AI-generated answers across tracked conversations.

Page: https://parsnipp.com/glossary/ai-visibility/

**Relations**

- `MEASURED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [AI Visibility](https://parsnipp.com/glossary/ai-visibility/), Parsnipp Glossary, retrieved 2026-10-17.

### Share of voice (AI search) (Metric)

ID: `share-of-voice`

A brand's share of all brand mentions in a set of generated answers.

Page: https://parsnipp.com/glossary/share-of-voice-ai-search/

**Relations**

- `MEASURED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [Share of Voice (AI Search)](https://parsnipp.com/glossary/share-of-voice-ai-search/), Parsnipp Glossary, retrieved 2026-10-17.

### AI brand sentiment (Metric)

ID: `ai-brand-sentiment`

The tone an AI assistant takes when it describes a brand.

Page: https://parsnipp.com/glossary/ai-brand-sentiment/

**Relations**

- `MEASURED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [AI Brand Sentiment](https://parsnipp.com/glossary/ai-brand-sentiment/), Parsnipp Glossary, retrieved 2026-10-17.

### Citation rate (Metric)

ID: `citation-rate`

The share of tracked prompts where an AI assistant names a site as a source.

Page: https://parsnipp.com/glossary/citation-rate/

**Relations**

- `MEASURED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [Citation Rate](https://parsnipp.com/glossary/citation-rate/), Parsnipp Glossary, retrieved 2026-10-17.

### AI Visibility Score (Metric)

ID: `ai-visibility-score`

Parsnipp's single number for how often and how prominently a brand appears across its tracked AI answers. Not the same as the GEO Score.

Page: https://parsnipp.com/glossary/visibility-score/

**Relations**

- `MEASURED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition of a visibility score. Source: [Visibility Score](https://parsnipp.com/glossary/visibility-score/), Parsnipp Glossary, retrieved 2026-10-17.
- NPHub's AI Visibility Score rose 44% in 30 days. Source: [How NPHub Grew LLM Traffic 380% in 30 Days](https://parsnipp.com/blog/how-nphub-quadrupled-llm-traffic-in-30-days/), Parsnipp, retrieved 2026-10-17.

### AI recommendation rate (Metric)

ID: `ai-recommendation-rate`

The share of AI-generated answers that put a brand's product forward as the pick, as distinct from answers that only mention it.

Page: https://parsnipp.com/glossary/ai-recommendation-rate/

**Relations**

- `MEASURED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)
- `CONTRASTS_WITH` → AI visibility (`ai-visibility`)
- `EVIDENCED_BY` → AI Search: Mentions & Visibility Aren't Enough (`mentions-vs-recommendations-study`)

**Evidence**

- Definition. Source: [AI Recommendation Rate](https://parsnipp.com/glossary/ai-recommendation-rate/), Parsnipp Glossary, retrieved 2026-10-17.
- Of 960 brand mentions in 320 simulated shopper conversations, 700 became a recommendation; Bose was named in 82 answers and recommended in none. Source: [AI Search: Mentions & Visibility Aren't Enough](https://parsnipp.com/blog/ai-search-mentions-and-visibility-arent-enough/), Parsnipp, retrieved 2026-10-17.

### GEO Score (Metric)

ID: `geo-score`

Parsnipp's composite score for how well a site and brand are set up to be cited by AI assistants.

Page: https://parsnipp.com/glossary/geo-score/

**Relations**

- `MEASURED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [GEO Score](https://parsnipp.com/glossary/geo-score/), Parsnipp Glossary, retrieved 2026-10-17.

## AI engines

### ChatGPT (AIEngine)

ID: `chatgpt`

OpenAI's assistant. Tracked on all Parsnipp plans.

**Relations**

- `TRACKED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)
- `HAS_AD_PRODUCT` → ChatGPT Ads (`chatgpt-ads`)

**Evidence**

- Included on Free, Core and Advanced. Source: [Pricing](https://parsnipp.com/pricing/), Parsnipp, retrieved 2026-10-17.

### Gemini (AIEngine)

ID: `gemini`

Google's assistant and model family. Tracked on all Parsnipp plans.

Page: https://parsnipp.com/glossary/gemini/

**Relations**

- `TRACKED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [Gemini](https://parsnipp.com/glossary/gemini/), Parsnipp Glossary, retrieved 2026-10-17.
- Included on Free, Core and Advanced. Source: [Pricing](https://parsnipp.com/pricing/), Parsnipp, retrieved 2026-10-17.

### Claude (AIEngine)

ID: `claude`

Anthropic's assistant. Tracked on Core and Advanced.

**Relations**

- `TRACKED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Included on Core and Advanced. Source: [Pricing](https://parsnipp.com/pricing/), Parsnipp, retrieved 2026-10-17.

### Grok (AIEngine)

ID: `grok`

xAI's assistant. Tracked on custom packages.

Page: https://parsnipp.com/glossary/grok/

**Relations**

- `TRACKED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [Grok](https://parsnipp.com/glossary/grok/), Parsnipp Glossary, retrieved 2026-10-17.
- Custom packages only. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

### Perplexity (AIEngine)

ID: `perplexity`

AI answer engine that writes cited replies from live web sources. Not tracked by Parsnipp on any plan.

Page: https://parsnipp.com/glossary/perplexity-ai/

**Relations**



**Evidence**

- Definition. Source: [Perplexity AI](https://parsnipp.com/glossary/perplexity-ai/), Parsnipp Glossary, retrieved 2026-10-17.
- Parsnipp does not track or offer Perplexity on any plan. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

### Google AI Overviews (AIEngine)

ID: `google-ai-overviews`

Google's AI summaries above search results. Tracked on custom packages.

Page: https://parsnipp.com/glossary/ai-overview/

**Relations**

- `TRACKED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [AI Overview](https://parsnipp.com/glossary/ai-overview/), Parsnipp Glossary, retrieved 2026-10-17.
- Custom packages only. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

### Google AI Mode (AIEngine)

ID: `google-ai-mode`

Google Search's conversational answer mode. Tracked on custom packages.

Page: https://parsnipp.com/glossary/google-ai-mode/

**Relations**

- `TRACKED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Definition. Source: [Google AI Mode](https://parsnipp.com/glossary/google-ai-mode/), Parsnipp Glossary, retrieved 2026-10-17.
- Custom packages only. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

### Muse (AIEngine)

ID: `muse`

AI assistant tracked by Parsnipp for brands that need it. Tracked on custom packages.

**Relations**

- `TRACKED_BY` → Parsnipp GEO / AEO (`geo-aeo-product`)

**Evidence**

- Custom packages only. Source: [AI Instructions](https://parsnipp.com/ai-instructions/), Parsnipp, retrieved 2026-10-17.

## Ad platforms

### ChatGPT Ads (AdPlatform)

ID: `chatgpt-ads`

OpenAI's advertising product inside ChatGPT. Campaigns can be created and managed through Parsnipp LLM Ads.

Page: https://parsnipp.com/glossary/chatgpt-ads/

**Relations**

- `MANAGED_THROUGH` → Parsnipp LLM Ads (`llm-ads-product`)
- `TARGETED_BY` → Smart Ads for ChatGPT (`smart-ads-for-chatgpt`)

**Evidence**

- Parsnipp manages ChatGPT ads programs from strategy to reporting. Source: [ChatGPT Ads](https://parsnipp.com/llm-ads/chatgpt-ads/), Parsnipp, retrieved 2026-10-17.
- Definition. Source: [ChatGPT Ads](https://parsnipp.com/glossary/chatgpt-ads/), Parsnipp Glossary, retrieved 2026-10-17.
- Where ChatGPT Ads and the other LLM ad platforms stood in Q3 2026. Source: [LLMs & Advertising: A Snapshot of Where Each Platform Stands (Q3 2026)](https://parsnipp.com/blog/llms-advertising-a-snapshot-of-where-each-platform-stands-q3-2026/), Parsnipp, retrieved 2026-10-17.

## Publications

### Parsnipp blog (Publication)

ID: `parsnipp-blog`

Parsnipp's articles on AI search marketing: GEO / AEO how-tos, LLM advertising, agentic commerce, customer results and company news. Available as RSS.

Page: https://parsnipp.com/blog/

**Relations**

- `PUBLISHED_BY` → Parsnipp (`parsnipp`)
- `HAS_SERIES` → GEO Tip of the Week (`geo-tip-of-the-week`)
- `HAS_SERIES` → LLMs and Advertising: quarterly snapshot (`llm-ads-snapshot`)

**Evidence**

- Blog index. Source: [AI Search Marketing](https://parsnipp.com/blog/), Parsnipp, retrieved 2026-10-17.

Same as: https://parsnipp.com/feed.xml

### GEO Tip of the Week (Publication)

ID: `geo-tip-of-the-week`

A weekly series of short, practical fixes that help a brand get cited in AI answers, such as schema markup, llms.txt, canonical tags, product feeds and AI conversion tracking.

Page: https://parsnipp.com/blog/parsnipps-weekly-geo-tip-rating-review-schema/

**Relations**

- `PART_OF` → Parsnipp blog (`parsnipp-blog`)
- `WRITTEN_BY` → Brandon Robinson (`brandon-robinson`)

**Evidence**

- First tip, March 2026: aggregate rating and review schema. Source: [GEO Tip of the Week: Add Aggregate Rating and Review Schema](https://parsnipp.com/blog/parsnipps-weekly-geo-tip-rating-review-schema/), Parsnipp, retrieved 2026-10-17.
- A later tip, on the Agentic Commerce Protocol. Source: [GEO Tip of the Week: Get Ready for the Agentic Commerce Protocol (ACP)](https://parsnipp.com/blog/geo-tip-of-the-week-agentic-commerce-protocol/), Parsnipp, retrieved 2026-10-17.

### LLMs and Advertising: quarterly snapshot (Publication)

ID: `llm-ads-snapshot`

A quarterly review of where each major LLM platform stands on advertising, first published for Q1 2026.

Page: https://parsnipp.com/blog/llms-advertising-a-snapshot-of-where-each-platform-stands-q3-2026/

**Relations**

- `PART_OF` → Parsnipp blog (`parsnipp-blog`)
- `WRITTEN_BY` → Molly Pannell (`molly-pannell`)
- `WRITTEN_BY` → Andrew Higgins (`andrew-higgins`)
- `COVERS` → ChatGPT Ads (`chatgpt-ads`)
- `COVERS` → LLM advertising (`llm-advertising`)

**Evidence**

- Q1 2026 edition, by Andrew Higgins. Source: [LLMs & Advertising: A Snapshot of Where Each Platform Stands (Q1 2026)](https://parsnipp.com/blog/llm-advertising-where-platforms-stand-q1-2026/), Parsnipp, retrieved 2026-10-17.
- Q3 2026 edition. Source: [LLMs & Advertising: A Snapshot of Where Each Platform Stands (Q3 2026)](https://parsnipp.com/blog/llms-advertising-a-snapshot-of-where-each-platform-stands-q3-2026/), Parsnipp, retrieved 2026-10-17.

### AI Search: Mentions & Visibility Aren't Enough (Publication)

ID: `mentions-vs-recommendations-study`

Parsnipp's October 2026 study of 320 simulated shopper conversations (headphones under 150 US dollars, GPT-5.6 and Gemini 3.8 Flash, two batches of 160) showing that nearly three in ten brand mentions never became a recommendation.

Page: https://parsnipp.com/blog/ai-search-mentions-and-visibility-arent-enough/

**Relations**

- `PART_OF` → Parsnipp blog (`parsnipp-blog`)
- `WRITTEN_BY` → Molly Pannell (`molly-pannell`)
- `PUBLISHED_BY` → Parsnipp (`parsnipp`)
- `ABOUT` → AI recommendation rate (`ai-recommendation-rate`)
- `USES_METHOD` → Multi-turn conversation modeling (`multi-turn-conversation-modeling`)

**Evidence**

- Of 960 brand mentions, 700 became a recommendation. Bose: 82 mentions, 0 recommendations. Sony: 181 mentions, 101 recommendations. Source: [AI Search: Mentions & Visibility Aren't Enough](https://parsnipp.com/blog/ai-search-mentions-and-visibility-arent-enough/), Parsnipp, retrieved 2026-10-17.

### Parsnipp AI Search News (Publication)

ID: `parsnipp-news`

Curated industry news on AI search, LLM advertising and agentic commerce, each with Parsnipp's read. Available as HTML and JSON.

Page: https://parsnipp.com/news/

**Relations**

- `PUBLISHED_BY` → Parsnipp (`parsnipp`)

**Evidence**

- News index; JSON feed at /news/feed.json. Source: [AI Search & GEO News](https://parsnipp.com/news/), Parsnipp, retrieved 2026-10-17.

Same as: https://parsnipp.com/news/feed.json

### Parsnipp AI Search & GEO Glossary (Publication)

ID: `parsnipp-glossary`

129 defined terms covering AI search, GEO, LLM advertising and agentic commerce, each a standalone page with FAQs.

Page: https://parsnipp.com/glossary/

**Relations**

- `PUBLISHED_BY` → Parsnipp (`parsnipp`)
- `DEFINES` → Generative engine optimization (GEO) (`geo`)
- `DEFINES` → AI search marketing (`ai-search-marketing`)

**Evidence**

- Glossary index. Source: [AI Search Glossary of Terms](https://parsnipp.com/glossary/), Parsnipp, retrieved 2026-10-17.

Same as: https://parsnipp.com/llms-full.txt

### Parsnipp Help Center (Publication)

ID: `parsnipp-help-center`

Platform tutorials for every screen in Parsnipp, and step-by-step implementation guides for the recommendations in a Parsnipp audit, one guide per recommendation under /help/guides/.

Page: https://parsnipp.com/help/

**Relations**

- `PUBLISHED_BY` → Parsnipp (`parsnipp`)
- `ABOUT` → Parsnipp platform (`parsnipp-platform`)
- `WRITTEN_BY` → Andrew Higgins (`andrew-higgins`)

**Evidence**

- Help Center home: Platform Tutorial and Recommendation Guides collections. Source: [Help Center](https://parsnipp.com/help/), Parsnipp, retrieved 2026-10-17.

## Disambiguation

### Parsnip (one P) (Disambiguation)

ID: `parsnip`

A root vegetable (Pastinaca sativa) and a name used by unrelated companies. Not Parsnipp.

Page: https://parsnipp.com/glossary/parsnip-vs-parsnipp/

**Relations**

- `DIFFERENT_FROM` → Parsnipp (`parsnipp`)

**Evidence**

- Parsnip with one P is the vegetable; Parsnipp with two Ps is the software company. Source: [Parsnip vs Parsnipp](https://parsnipp.com/glossary/parsnip-vs-parsnipp/), Parsnipp, retrieved 2026-10-17.