The Actionable Intelligence Company
We're building the context infrastructure for enterprise AI.
Your AI Is Lying to You. We Founded a Company to Fix That.
Ask ChatGPT about the competitive landscape in Identity, Fraud, or Cybersecurity and you'll get a confident, well-written answer sourced from blog posts and press releases. Half of it outdated, some of it wrong. Product teams are validating roadmaps against it. Sales teams are walking into calls armed with it. Strategy teams are making bets based on it.
The cost isn't just bad data. It's the feature you built because the demand signal was noise, the deal you lost because the competitive intelligence was stale, and the market entry you committed to because no one with domain expertise pressure-tested the opportunity.
We founded Liminal because we saw the gap between what AI promises and what high-stakes decisions require. So we built something different: a verified intelligence system grounded in a proprietary knowledge architecture, validated by domain experts, and purpose-built for the markets where getting it wrong is existential.
Grounded Context Engineering, Not Chatbot Guessing.
01
Structure Is the Foundation
LLMs generate plausible-sounding answers with no understanding of how your market actually works. We ground everything in the Living Graph — a structured ontology that maps the real relationships between vendors, buyers, capabilities, regulations, and threat vectors.
02
Agents That Act, Not Tools That Wait
Our autonomous agents run 24/7 — scanning patents, filings, code repositories, news, hiring data, and regulatory documents across the entire domain. They correlate, contextualize, and push insights to your team before you know to look for them.
03
Human Verification Is Non-Negotiable
Every signal that enters the Living Graph is validated by the Analyst Desk — domain experts recruited from Identity, Fraud, and Cybersecurity. AI finds the signal. Humans verify the truth.
The Living Graph.
Not a chatbot. Not a data feed. A structured knowledge architecture purpose-built for high-stakes markets.
We’ve built the industry’s first Living Graph — a proprietary knowledge architecture that maps the real relationships in Identity, Fraud, and Cybersecurity into a continuously verified, queryable system. On top of this graph, Large Domain Models combine AI pattern recognition with the deterministic structure of the graph — every inference grounded in verified relationships, not statistical probability.
Layer 1
Proprietary Taxonomy & Ontology
The graph encodes the specific structure of your market — how vendors, buyers, regulations, and threat vectors relate to each other as a structured domain, maintained continuously by the Analyst Desk.
Layer 2
Automated Signals + Primary Research
Autonomous agents scan the public horizon 24/7. Primary research layers in non-public data through buyer demand surveys and direct executive interviews — intelligence that doesn't exist on the open internet.
Layer 4
Intelligence Delivery
Verified insights flow into two purpose-built interfaces — Command for strategy and GTM for execution — and can be piped into your own systems via API and MCP.
Layer 3
Analyst Verification
Every signal is validated against the taxonomy by the Analyst Desk — a human-in-the-loop verification layer staffed by domain experts. Nothing enters the graph unverified.
Two Products. One Graph. Zero Guesswork.
Liminal Command
Strategic Intelligence
For CEOs, CSOs, and CPOs. Validate roadmaps against real buyer demand, monitor competitive moves months before the press release, and detect market shifts before they become obvious.
Learn MoreLiminal GTM
Revenue Execution
For CROs, CMOs, and VP Sales. Define how to win, target exactly who matters, and arm every rep with verified context — enriched contacts, dynamic battlecards, and real-time coaching.
Learn MoreThe Analyst Desk
Human Verification
Domain experts who maintain the taxonomy, validate every signal, and ensure the intelligence your team sees is grounded in reality. AI finds the signal. Humans verify the truth.
Learn MoreTrusted by the Leaders in Identity, Fraud, and Cybersecurity.
The Leadership
Builders and Operators.
Liminal is led by engineers, data scientists, and market veterans who have built platforms at scale, trained models on proprietary data, and advised the Global 2000. We come from the infrastructure business — and we're building intelligence the way you'd build a platform: with engineering rigor, domain specificity, and systems that compound.
Meet the Team
The Investors
Backed by Strategic Capital.
Funded by partners with deep roots in financial services, payments, and software infrastructure — investors who understand that the future of enterprise intelligence requires a verified context layer, not another chatbot.
The Future
Where We're Going.
Every enterprise is building internal AI agents to automate workflows — and discovering that AI is only as good as the context you give it. We're engineering the protocols to connect internal systems directly to the Living Graph, making Liminal the verified context layer for enterprise operations.
The companies building verified, domain-specific context infrastructure now will own the intelligence advantage for the next decade. We're building that infrastructure.
Join Us
We're Hiring Builders.
If you want to work on the hardest problems in domain-specific AI — knowledge graphs, multi-agent systems, neuro-symbolic architectures, human-in-the-loop verification — in a market where the stakes are real and the customers are the world's largest platforms, we want to talk.
View Open PositionsInterested in the company, the technology, or a strategic partnership? Get in Touch →
