Industry Context — Common BS Fingerprints in Financial Services, Banking & Insurance
Abstract
(https://abstract.com) 📸 Data Snapshot: May 29, 2026Analyze the raw signals below. How would a machine score this business’s credibility?
Here are the exact signals captured from up to six pages of the site — the same raw inputs the evaluation engine analyzed. They are grouped by signal type so you can weigh each the way the machine does.
🏗️ Semantic Structure — heading hierarchy & page identity (Info Density · Commodity Fingerprint)
HOMEPAGE About us – Abstract (https://abstract.com)
About us – Abstract
Abstract is a venture capital firm based in San Francisco with $1.5 billion in assets under management. We are sector-agnostic and invest in seed and early stage companies. Our reputation among founders is built on fierce loyalty, unparalleled connections, and a relentless drive to help them win.
NAV_REPEATED_FOOTER Office – Abstract (https://abstract.com/office/)
Office – Abstract
NAV_HEADER_REPEATED People – Abstract (https://abstract.com/people/)
People – Abstract
NAV_HEADER_REPEATED Companies – Abstract (https://abstract.com/companies-list/)
Companies – Abstract
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE · THIN (https://abstract.com) About us – Abstract
[H1] Finding Futures. Abstract is a venture capital firm based in San Francisco with $1.8 billion in assets under management. We are sector-agnostic and invest in seed and early stage companies. Our reputation among founders is built on fierce loyalty, unparalleled connections, and a relentless drive to help them win.
SUB-PAGE · THIN (https://abstract.com/office/) Office – Abstract
[IMG: 499 Jackson St. San Francisco, CA, 94111] [IMG: 499 Jackson St. San Francisco, CA, 94111] 499 Jackson St. San Francisco, CA, 94111
SUB-PAGE (https://abstract.com/people/) People – Abstract
[IMG: Ramtin Naimi] [H3] Ramtin Naimi Founder & General Partner [IMG: Alex Davidov] [H3] Alex Davidov General Partner [IMG: David Kwon] [H3] David Kwon Partner [IMG: Andrei Kozyrev] [H3] Andrei Kozyrev Partner [IMG: Anthony Heckman] [H3] Anthony Heckman Operating Partner, GTM [IMG: Adam Wilczek] [H3] Adam Wilczek Chief Financial Officer Close [IMG: Ramtin Naimi] Ramtin started trading tech stocks at age 13. After choosing to forgo college, he founded a hedge fund and later transitioned into private market investing with early bets in Rippling and Solana, among others. In 2016, at the age of 25, he founded Abstract. [IMG: Alex Davidov] Alex is a founding general partner at Abstract. Prior to joining the firm, he invested in technology companies at Core Innovation Capital and Founder Collective. Before transitioning to venture capital, Alex led a team within the trading strategy group at Bridgewater Associates. He also co-founded two companies: Intellitoys, an interactive children's toy, and SkillSlate, a labor marketplace that was acquired by TaskRabbit. Alex holds a BS in Computer Science and an MBA with distinction from Columbia University. [IMG: David Kwon] David is a partner at Abstract. Before joining the firm, he led enterprise software investments at Greycroft, most notably in Extra Card, ZenBusiness, and MNTN Digital, which are now unicorns. David began his career at Stripes, where he invested in growth-stage software and consumer product companies. He holds a BA in Economics from UC Berkeley. [IMG: Andrei Kozyrev] Andrei is a partner at Abstract. Before joining the firm, he served as Chief of Staff to Michael Kratsios, the former CTO of the United States, at Scale AI. During his time there, Andrei co-founded the Enterprise AI team, driving its growth from zero to millions in revenue and scaling the team to 50 full-time employees. After Scale, he was an Entrepreneur in Residence at Thrive Capital. Andrei holds a BA from Cornell University in Computer Science and Information Science. [IMG: Anthony Heckman] Anthony is an Operating Partner at Abstract where he leads go-to-market (GTM), leveraging his expertise in growing sales organizations to support and scale Abstract portfolio companies. Previously, Anthony was on the founding team at unitQ, where he built the Sales and Customer Success teams from the ground up through the company’s Series B with Accel. He also has extensive legal experience advising and representing startups on financings, acquisitions, and high-stakes transactions at Fenwick and Cooley. Anthony holds a JD from the University of Pennsylvania Law School and a BA from the University of Southern California. [IMG: Adam Wilczek] Adam Wilczek is the Chief Financial Officer at Abstract. Adam brings over 14 years of venture capital and private equity experience to the firm, having previously served as the CFO of Presidio Partners and a Vice President at Conifer Financial Services. He began his career in the industry at Hellman & Friedman. He graduated cum laude with a BBA in Accounting from the University of Massachusetts, Amherst.
SUB-PAGE (https://abstract.com/companies-list/) Companies – Abstract
[IMG: xAI] [IMG: xAI] [IMG: Crusoe] [IMG: Crusoe] [IMG: Polymarket] [IMG: Polymarket] [IMG: WorkOS] [IMG: WorkOS] [IMG: SpaceX] [IMG: SpaceX] [IMG: Physical Intelligence] [IMG: Physical Intelligence] [IMG: Rippling] [IMG: Rippling] [IMG: Replit] [IMG: Replit] [IMG: Neon] [IMG: Neon] [IMG: Clay] [IMG: Clay] [IMG: Garner] [IMG: Garner] [IMG: Solana] [IMG: Solana] [IMG: Legora] [IMG: Legora] [IMG: Decart] [IMG: Decart] [IMG: Applied Compute] [IMG: Applied Compute] [IMG: Socket] [IMG: Socket] [IMG: Brave] [IMG: Brave] [IMG: Adaptive Security] [IMG: Adaptive Security] [IMG: Revel] [IMG: Revel] [IMG: Sesame] [IMG: Sesame] [IMG: Matic] [IMG: Matic] [IMG: Parallel Web Systems] [IMG: Parallel Web Systems] [IMG: Hebbia] [IMG: Hebbia] [IMG: Verse Medical] [IMG: Verse Medical] [IMG: Render] [IMG: Render] [IMG: Partiful] [IMG: Partiful] [IMG: Doctronic] [IMG: Doctronic] [IMG: Arc Boats] [IMG: Arc Boats] [IMG: Newfront] [IMG: Newfront] [IMG: Mytra] [IMG: Mytra] [IMG: Factory] [IMG: Factory] [IMG: Second Front] [IMG: Second Front] [IMG: Krea] [IMG: Krea] [IMG: Draftea] [IMG: Draftea] [IMG: Watney Robotics] [IMG: Watney Robotics] [IMG: Lighter] [IMG: Lighter] [IMG: Cherry] [IMG: Cherry] [IMG: Optimism] [IMG: Optimism] [IMG: Kelasys] [IMG: Kelasys] [IMG: NewLimit] [IMG: NewLimit] [H1] All Companies Name Sector: Partnered Exited [H2] Aaru AI Pre-Seed [H2] Acryl Data Enterprise Series A [H2] Adaptive Security Enterprise Series A [H2] Adrenaline AI Seed [H2] Aether Biomachines Biotech Series A [H2] Aflow Health Healthcare Seed [H2] AirGarage Enterprise Seed [H2] Airplane Enterprise Seed Acquired by Airtable in 2024 [H2] Alloy Enterprise Seed [H2] Alpaca Fintech Series A [H2] Amo Consumer Series A [H2] Anon AI Seed [H2] Antioch Enterprise Seed [H2] Anzenna Enterprise Seed [H2] Applied Compute AI Series B [H2] Applied Labs AI Seed [H2] Arc Boats Consumer Seed [H2] Arcana Fintech Seed [H2] Astral Enterprise Seed [H2] Atalanta AI Seed [H2] Atom Computing Frontier Tech Seed [H2] Atum Crypto Seed [H2] Audiogen AI Seed [H2] Avalanche Crypto Seed [H2] AvantStay Consumer Seed [H2] Axiom Bio Biotech Series A [H2] Bazar Consumer Seed [H2] Bestow Insurance Seed [H2] Bevel Healthcare Seed [H2] Bezel Consumer Seed [H2] Blaze Enterprise Seed [H2] Blooma Enterprise Seed [H2] Brave Consumer Seed [H2] Brigit Fintech Seed Acquired by Upbound Group in 2024 [H2] BuildForever Consumer Seed [H2] Caliza Fintech Seed [H2] Callin Consumer Series A Acquired by Rumble in 2023 [H2] Chance Consumer Seed [H2] Charlie Labs AI Seed [H2] ChartHop Enterprise Seed [H2] Cherry Fintech Seed [H2] Clarity Money Fintech Series A Acquired by Goldman Sachs in 2018 [H2] Clay AI Seed [H2] CloudTrucks Enterprise Seed [H2] Cluely Consumer Seed [H2] Cognition AI Seed [H2] ComfyUI AI Seed [H2] Command E Enterprise Seed Acquired by Dropbox in 2021 [H2] CommonStock Consumer Seed Acquired by Yahoo Finance in 2023 [H2] Comp AI Series A [H2] Compound Crypto Seed [H2] Concrete Enterprise Seed [H2] Conductor Enterprise Series A [H2] Connie Health Healthcare Seed [H2] Conversion AI Enterprise Series A [H2] Corner Consumer Seed [H2] Coworker AI Enterprise Seed [H2] Crossmint Crypto Seed [H2] Crowdalert Enterprise Pre-Seed [H2] Crusoe AI Series C [H2] Cure Healthcare Seed [H2] Decart AI Series D [H2] Deeptune AI Seed [H2] Delphi Consumer Series A [H2] Deuna Fintech Seed [H2] Doctronic Healthcare Series B [H2] Doppler Enterprise Seed [H2] Dover Enterprise Seed [H2] Draftea Consumer Series C [H2] Dupe Consumer Seed [H2] dYdX Crypto Seed [H2] Dynaboard Enterprise Seed Acquired by Figma in 2024 [H2] EarnBetter Enterprise Seed [H2] Ease Health Healthcare Seed [H2] Enso Healthcare Seed Acquired by Hinge Health in 2021 [H2] Era AI Seed [H2] Ethyca Enterprise Seed [H2] Excision Biotech Seed [H2] EyeTell Consumer Seed [H2] Factory AI Series A [H2] Favorited Consumer Series A [H2] Flashnet Crypto Seed [H2] FlickPlay Consumer Seed [H2] Fly.io Enterprise Seed [H2] Formal Enterprise Seed [H2] Friday Harbor Fintech Seed [H2] Friend Consumer Seed [H2] Frubana Enterprise Series C [H2] Fuse Energy Frontier Tech Seed [H2] Future Consumer Seed [H2] Garner Healthcare Seed [H2] General Biological Biotech Series A [H2] Glass Imaging Frontier Tech Seed [H2] Glue Enterprise Seed [H2] Granica Enterprise Seed [H2] Halo Industries Frontier Tech Series B [H2] Hebbia AI Seed [H2] Hedra AI Seed [H2] Helia Enterprise Seed Acquired by Scale AI in 2020 [H2] Hero Consumer Seed [H2] HighFi Fintech Seed [H2] Highlight Enterprise Pre-Seed [H2] Hippo Fintech Seed HIPO in 2020 [H2] Hotshot AI Seed [H2] Hypermode AI Seed [H2] Index Enterprise Seed [H2] It’s Good Consumer Seed [H2] Kelasys Frontier Tech Series A [H2] Kikoff Consumer Seed [H2] Kinetic Crypto Seed [H2] Kojo Enterprise Seed [H2] Krea AI Seed [H2] Landing Consumer Series A [H2] LangChain AI Seed [H2] Legora AI Series D [H2] Lemon Crypto Series B [H2] Levro Fintech Seed [H2] Lighter Crypto Seed [H2] Lightning Labs Crypto Series A [H2] Lind Healthcare Seed [H2] Lindy AI Seed [H2] Locus Biosciences Biotech Series A [H2] LuzIA AI Seed [H2] MagicPath AI Seed [H2] Match Day Consumer Seed [H2] Material Security Enterprise Seed [H2] Matic AI Series B [H2] Max AI Healthcare Seed [H2] Maximus Healthcare Seed [H2] Maza Fintech Seed Acquired by Flex in 2025 [H2] Melrose Enterprise Pre-Seed [H2] Memo Enterprise Seed [H2] Methid AI Seed [H2] Method Financial (Forward Lending, Inc.) Fintech Series A [H2] Mirror Frontier Tech Seed [H2] Modern Life Enterprise Seed [H2] Moov Enterprise Seed [H2] Motion Enterprise Seed [H2] Mozart Data Enterprise Seed [H2] Mytra Frontier Tech Seed [H2] Nashi Enterprise Seed Acquired by Density in 2021 [H2] Natural Fintech Seed [H2] Neon Enterprise Series A Acquired by Databricks in 2025 [H2] Newfront Insurance Series A [H2] NewLimit Biotech Series B [H2] Nexon Healthcare Seed [H2] Nivoda Consumer Seed [H2] Nomad Fintech Seed [H2] Nomad Homes Consumer Seed [H2] Odyssey Fintech Seed [H2] OK Play Consumer Pre-Seed Acquired by Dapper Labs in 2022 [H2] Omnistrate Enterprise Seed [H2] OneSafe Fintech Seed [H2] OpenInvest Fintech Seed Acquired by JP Morgan in 2021 [H2] Optimism Crypto Series B [H2] Origin Fintech Seed [H2] Outpace Bio Biotech Seed [H2] Outsmart Consumer Seed [H2] Parallel Web Systems AI Series B [H2] Particle Intel Enterprise Seed [H2] Partiful Consumer Seed [H2] Passes Consumer Seed [H2] Physical Intelligence Frontier Tech Series B [H2] Pietra Consumer Seed [H2] Playbook Consumer Seed [H2] Playbook Enterprise Seed [H2] Polar Enterprise Seed [H2] Polychain Crypto Seed [H2] Polymarket Crypto Series B [H2] Popshop Live Consumer Seed Acquired by CommentSold in 2023 [H2] Prodigy Consumer Seed Acquired by Upstart in 2021 [H2] Prompt AI AI Seed [H2] Propel AI Seed [H2] Proton Enterprise Seed [H2] Quadrant Health Healthcare Seed [H2] Reclip Consumer Seed [H2] Recraft AI Series A [H2] Red Balloon Security Enterprise Series A [H2] Reflex Enterprise Seed [H2] Render Enterprise Seed [H2] Replit AI Series B [H2] Respell AI Seed Acquired by Salesforce in 2025 [H2] Revel Enterprise Seed [H2] Ridian Crypto Seed [H2] Ripple Fintech Series B [H2] Rippling Enterprise Seed [H2] Rive Enterprise Seed [H2] Rue Four Enterprise Seed [H2] Sail Research AI Series A [H2] Sandbox VR Consumer Series A [H2] Santori Labs AI Pre-Seed [H2] Sauron Consumer Seed [H2] Scalar Enterprise Seed [H2] Secoda Enterprise Series A [H2] Second Front Enterprise Seed [H2] Selfbook Enterprise Seed [H2] Sesame Consumer Series A [H2] Showrunner Consumer Seed [H2] SINAI Enterprise Seed [H2] Skiff Enterprise Seed Acquired by Notion in 2024 [H2] SkyLink AI Seed [H2] SnackPass Enterprise Seed [H2] Socket Enterprise Series A [H2] Solana Crypto Seed [H2] Sonera Fintech Seed [H2] SoralD Enterprise Seed Acquired by CLEAR in 2023 [H2] SpaceX Frontier Tech Series C [H2] Sphere Semi Frontier Tech Seed [H2] StashFin Fintech Series B [H2] Status AI Consumer Series A [H2] Subtle Computing AI Seed [H2] Syft Data Enterprise Seed [H2] Symbolica AI Series A [H2] Tagomi Crypto Seed Acquired by Coinbase in 2020 [H2] Tako AI Seed [H2] Taut AI Seed [H2] Teambridge Enterprise Seed [H2] Telepatia Healthcare Seed [H2] Tempest Enterprise Seed [H2] Tenderly Crypto Series B [H2] Tenzo Enterprise Seed [H2] Texture Frontier Tech Seed [H2] The Antifraud Company AI Seed [H2] The Arena Crypto Seed [H2] Third Dimension AI Seed [H2] Tilled Fintech Seed [H2] Torch Systems Frontier Tech Seed [H2] Traba Enterprise Series A [H2] Tradespace Enterprise Seed [H2] Truffle Security Enterprise Seed [H2] Trusted Health Healthcare Seed [H2] TrustLayer Enterprise Seed [H2] Truv Fintech Seed [H2] Tuva AI Seed [H2] Unify AI Series A [H2] Unnatural Products Healthcare Seed [H2] Valinor Frontier Tech Series A [H2] Vana Enterprise Seed [H2] Vapi Enterprise Seed [H2] Verse Medical Healthcare Seed [H2] Vital Bio Biotech Series A [H2] Voiceflow Enterprise Seed [H2] Volt Enterprise Seed [H2] Volumetrics Enterprise Pre-Seed [H2] Watney Robotics AI Seed [H2] Weav Enterprise Seed Acquired by Brex in 2021 [H2] Websim Consumer Seed [H2] Wesper Healthcare Seed [H2] Whisper Aero Frontier Tech Seed [H2] White Circle AI Seed [H2] Wiser Enterprise Seed [H2] Wondera AI Seed [H2] Wonderschool Consumer Series A [H2] WorkOS Enterprise Seed [H2] X1 Fintech Series B Acquired by Robinhood in 2023 [H2] xAI AI Seed [H2] XDOF AI Series A [H2] Zero Gravity Crypto Seed [H2] 11x Enterprise Series A Close Aaru Aaru is rethinking the science of prediction. Sector AI Partnered Pre-Seed Visit Website Visit Website Acryl Data Acryl Data is the #1 open source metadata platform. Sector Enterprise Partnered Series A Visit Website Visit Website [IMG: Adaptive Security] Adaptive protects customers from AI-powered cyber threats like deepfakes, vishing, smishing, and email spear phishing with its next-generation security awareness training and AI phishing simulation platform. Sector Enterprise Partnered Series A Visit Website Visit Website Adrenaline Adrenaline organizes your team’s technical knowledge with AI. Sector AI Partnered Seed Visit Website Visit Website Aether Biomachines Aether uses its state of the art platform to rapidly engineer enzymes, enabling our customers to manufacture complex and novel products at fractional cost Sector Biotech Partnered Series A Visit Website Visit Website Aflow Health Aflow Health is building AI-native care infrastructure for independent providers. Sector Healthcare Partnered Seed Visit Website Visit Website AirGarage AirGarage manages parking lots and garages for property owners with a full-service parking management suite to streamline operations and maximizes revenue. Sector Enterprise Partnered Seed Visit Website Visit Website Airplane Airplane is a developer platform for internal tools. Sector Enterprise Partnered Seed Exited Acquired by Airtable in 2024 Alloy Alloy is an embedded integrations platform used by engineering and product teams to simplify and accelerate all aspects of integration development - from user-customizability to polling infrastructure. Sector Enterprise Partnered Seed Visit Website Visit Website Alpaca Alpaca is a developer-first API brokerage platform that s
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
| Page | Reviews | Proof links |
|---|---|---|
| / (home) | 2 | 0 |
| /office/ | 2 | 0 |
| /people/ | 5 | 0 |
| /companies-list/ | 6 | 0 |
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "WebPage",
"@id": "https://www.abstract.com/",
"url": "https://www.abstract.com/",
"name": "About us - Abstract",
"isPartOf": {
"@id": "https://www.abstract.com/#website"
},
"about": {
"@id": "https://www.abstract.com/#organization"
},
"datePublished": "2021-05-25T08:41:00+00:00",
"dateModified": "2025-07-21T15:31:37+00:00",
"description": "Abstract is a venture capital firm based in San Francisco with $1.5 billion in assets under management. We are sector-agnostic and invest in seed and early stage companies. Our reputation among founders is built on fierce loyalty, unparalleled connections, and a relentless drive to help them win.",
"breadcrumb": {
"@id": "https://www.abstract.com/#breadcrumb"
},
"inLanguage": "en-US",
"potentialAction": [
{
"@type": "ReadAction",
"target": [
"https://www.abstract.com/"
]
}
]
},
{
"@type": "BreadcrumbList",
"@id": "https://www.abstract.com/#breadcrumb",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home"
}
]
},
{
"@type": "WebSite",
"@id": "https://www.abstract.com/#website",
"url": "https://www.abstract.com/",
"name": "Abstract",
"description": "We partner with founders who share our ambition, and we work relentlessly to help them succeed.",
"publisher": {
"@id": "https://www.abstract.com/#organization"
},
"potentialAction": [
{
"@type": "SearchAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.abstract.com/?s={search_term_string}"
},
"query-input": {
"@type": "PropertyValueSpecification",
"valueRequired": true,
"valueName": "search_term_string"
}
}
],
"inLanguage": "en-US"
},
{
"@type": "Organization",
"@id": "https://www.abstract.com/#organization",
"name": "Abstract",
"url": "https://www.abstract.com/",
"logo": {
"@type": "ImageObject",
"inLanguage": "en-US",
"@id": "https://www.abstract.com/#/schema/logo/image/",
"url": "https://www.abstract.com/wp-content/uploads/2024/12/OG-Abstract_02.png",
"contentUrl": "https://www.abstract.com/wp-content/uploads/2024/12/OG-Abstract_02.png",
"width": 1200,
"height": 630,
"caption": "Abstract"
},
"image": {
"@id": "https://www.abstract.com/#/schema/logo/image/"
}
}
]
}
/office/
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "WebPage",
"@id": "https://www.abstract.com/office/",
"url": "https://www.abstract.com/office/",
"name": "Office - Abstract",
"isPartOf": {
"@id": "https://www.abstract.com/#website"
},
"datePublished": "2024-11-18T14:21:51+00:00",
"dateModified": "2026-04-29T19:09:38+00:00",
"breadcrumb": {
"@id": "https://www.abstract.com/office/#breadcrumb"
},
"inLanguage": "en-US",
"potentialAction": [
{
"@type": "ReadAction",
"target": [
"https://www.abstract.com/office/"
]
}
]
},
{
"@type": "BreadcrumbList",
"@id": "https://www.abstract.com/office/#breadcrumb",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "https://www.abstract.com/"
},
{
"@type": "ListItem",
"position": 2,
"name": "Office"
}
]
},
{
"@type": "WebSite",
"@id": "https://www.abstract.com/#website",
"url": "https://www.abstract.com/",
"name": "Abstract",
"description": "We partner with founders who share our ambition, and we work relentlessly to help them succeed.",
"publisher": {
"@id": "https://www.abstract.com/#organization"
},
"potentialAction": [
{
"@type": "SearchAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.abstract.com/?s={search_term_string}"
},
"query-input": {
"@type": "PropertyValueSpecification",
"valueRequired": true,
"valueName": "search_term_string"
}
}
],
"inLanguage": "en-US"
},
{
"@type": "Organization",
"@id": "https://www.abstract.com/#organization",
"name": "Abstract",
"url": "https://www.abstract.com/",
"logo": {
"@type": "ImageObject",
"inLanguage": "en-US",
"@id": "https://www.abstract.com/#/schema/logo/image/",
"url": "https://www.abstract.com/wp-content/uploads/2024/12/OG-Abstract_02.png",
"contentUrl": "https://www.abstract.com/wp-content/uploads/2024/12/OG-Abstract_02.png",
"width": 1200,
"height": 630,
"caption": "Abstract"
},
"image": {
"@id": "https://www.abstract.com/#/schema/logo/image/"
}
}
]
}
/people/
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "WebPage",
"@id": "https://www.abstract.com/people/",
"url": "https://www.abstract.com/people/",
"name": "People - Abstract",
"isPartOf": {
"@id": "https://www.abstract.com/#website"
},
"datePublished": "2024-11-18T14:21:20+00:00",
"dateModified": "2026-04-01T13:09:09+00:00",
"breadcrumb": {
"@id": "https://www.abstract.com/people/#breadcrumb"
},
"inLanguage": "en-US",
"potentialAction": [
{
"@type": "ReadAction",
"target": [
"https://www.abstract.com/people/"
]
}
]
},
{
"@type": "BreadcrumbList",
"@id": "https://www.abstract.com/people/#breadcrumb",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "https://www.abstract.com/"
},
{
"@type": "ListItem",
"position": 2,
"name": "People"
}
]
},
{
"@type": "WebSite",
"@id": "https://www.abstract.com/#website",
"url": "https://www.abstract.com/",
"name": "Abstract",
"description": "We partner with founders who share our ambition, and we work relentlessly to help them succeed.",
"publisher": {
"@id": "https://www.abstract.com/#organization"
},
"potentialAction": [
{
"@type": "SearchAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.abstract.com/?s={search_term_string}"
},
"query-input": {
"@type": "PropertyValueSpecification",
"valueRequired": true,
"valueName": "search_term_string"
}
}
],
"inLanguage": "en-US"
},
{
"@type": "Organization",
"@id": "https://www.abstract.com/#organization",
"name": "Abstract",
"url": "https://www.abstract.com/",
"logo": {
"@type": "ImageObject",
"inLanguage": "en-US",
"@id": "https://www.abstract.com/#/schema/logo/image/",
"url": "https://www.abstract.com/wp-content/uploads/2024/12/OG-Abstract_02.png",
"contentUrl": "https://www.abstract.com/wp-content/uploads/2024/12/OG-Abstract_02.png",
"width": 1200,
"height": 630,
"caption": "Abstract"
},
"image": {
"@id": "https://www.abstract.com/#/schema/logo/image/"
}
}
]
}
/companies-list/
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "WebPage",
"@id": "https://www.abstract.com/companies-list/",
"url": "https://www.abstract.com/companies-list/",
"name": "Companies - Abstract",
"isPartOf": {
"@id": "https://www.abstract.com/#website"
},
"datePublished": "2024-11-18T14:21:39+00:00",
"dateModified": "2025-02-04T19:41:25+00:00",
"breadcrumb": {
"@id": "https://www.abstract.com/companies-list/#breadcrumb"
},
"inLanguage": "en-US",
"potentialAction": [
{
"@type": "ReadAction",
"target": [
"https://www.abstract.com/companies-list/"
]
}
]
},
{
"@type": "BreadcrumbList",
"@id": "https://www.abstract.com/companies-list/#breadcrumb",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "https://www.abstract.com/"
},
{
"@type": "ListItem",
"position": 2,
"name": "Companies"
}
]
},
{
"@type": "WebSite",
"@id": "https://www.abstract.com/#website",
"url": "https://www.abstract.com/",
"name": "Abstract",
"description": "We partner with founders who share our ambition, and we work relentlessly to help them succeed.",
"publisher": {
"@id": "https://www.abstract.com/#organization"
},
"potentialAction": [
{
"@type": "SearchAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.abstract.com/?s={search_term_string}"
},
"query-input": {
"@type": "PropertyValueSpecification",
"valueRequired": true,
"valueName": "search_term_string"
}
}
],
"inLanguage": "en-US"
},
{
"@type": "Organization",
"@id": "https://www.abstract.com/#organization",
"name": "Abstract",
"url": "https://www.abstract.com/",
"logo": {
"@type": "ImageObject",
"inLanguage": "en-US",
"@id": "https://www.abstract.com/#/schema/logo/image/",
"url": "https://www.abstract.com/wp-content/uploads/2024/12/OG-Abstract_02.png",
"contentUrl": "https://www.abstract.com/wp-content/uploads/2024/12/OG-Abstract_02.png",
"width": 1200,
"height": 630,
"caption": "Abstract"
},
"image": {
"@id": "https://www.abstract.com/#/schema/logo/image/"
}
}
]
}
Your Diagnosis
Before revealing the machine’s verdict, predict the BS score for each signal. Higher = more BS (more fluff, less verifiable substance). Drag each slider, then submit to compare your judgment against the engine.
Stuck? Reveal the heuristic lens — how the deterministic page-auditor reads each signal (no AI, pure pattern rules)
These are the structural rules a local, deterministic auditor applies — the same lens you can use to judge each signal. They describe what to look for, not this company’s result.
Classify each sentence as substantive or hollow. Grounding markers — numbers, currencies, dates, technical units, named entities — outweigh marketing adjectives. When fluff sits right next to hard evidence, the fluff is forgiven.
Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.
Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.
Look at how much sentence length varies. Natural writing varies its rhythm; templated or mass-produced copy is statistically uniform. Very low variation reads as commodity content — unless unique named entities break the pattern.
Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.
Want to apply this lens yourself? The free BS Indicator Chrome extension runs these heuristic checks live on any page. Bear in mind it is a single-page, deterministic tool — it relies only on pattern rules for the page in front of it and does not perform the cross-page semantic correlation this audit uses, so its readout is a starting lens, not the full verdict.
Based on 1230 businesses audited.
Financial Services, Banking & Insurance BS: Abstract (abstract.com)
Abstract is a legitimate, high-performing VC firm suffering from typical ‘elite-vague’ marketing syndrome and poor data hygiene. The $300 million discrepancy in AUM between meta-data and body text is a significant forensic red flag for lack of attention to detail. Despite the fluff, the substance of its portfolio and partner bios keeps the BS score in the Low range.
Immediately synchronize the AUM figures ($1.5B vs $1.8B) across meta-tags and body text to restore financial credibility. Replace the fluff-heavy H1 Finding Futures with a heading that includes a noun or metric, such as Seed & Early-Stage Partners for $1.8B in AUM. Implement Person schema for all partners including sameAs links to their LinkedIn or Wikipedia profiles to verify their high-level career claims. Add external links (e.g., to Crunchbase or News Articles) for every acquisition listed on the companies-list page to move from Trust Theatre to verified Proof.
The site is a textbook Venture Capital firm specializing in seed and early-stage investments. While the provided industry dictionary focuses on retail wealth management, the content strongly aligns with institutional venture capital and private equity patterns.
“The score of 39 is driven by the sharp contrast between a fluff-heavy, contradictory homepage and highly substantive sub-pages. The Commodity Fingerprint (8/15) and Identity Gaps (8/15) are the primary drivers of the score, largely due to the use of VC cliches and the lack of external validation links for partner bios. The score is saved from the 'High BS' range by the exhaustive list of specific portfolio companies and named exits.”
This training module utilizes a snapshot of public data from Abstract, captured on May 29, 2026, to demonstrate how machine logic evaluates different types of business narratives.
Purpose: This data is presented under “Fair Use” / “Educational Exception” for the purpose of forensic semantic analysis, allowing users to compare human intuition against machine-generated evaluations.
Notice to Abstract: This analysis is part of a non-adversarial audit conducted by 1 Euro SEO. The results provided by 1EuroSEO are intended as professional feedback to help improve any website’s machine-readability and authority signals. The 1EuroSEO BS Detection Tool is a free tool, and anyone can test any company to see how their content is interpreted by AI models.
Any company can use the insights for free and improve its voice by comparing it to industry clichés or competitors. When a company has updated its content, it can always submit a new audit request, which will be reflected in a new current score.
To all users: You are encouraged to visit the live site at https://abstract.com to view the most current version of its content and learn from the source what this company is about and what it offers.