The prior art was always there.
The search just could not find it.
Most IP failures trace back to one cause: a relevant prior art document that was never found — because it used different terminology, lived in a different technical domain, or was retrieved by a system that approximates relevance instead of guaranteeing it.
ATTVC is built on AIT — the Science Counter Analytical Intelligence Theory — a patented framework that derives knowledge structure analytically from any corpus. The result is the only IP platform that can guarantee relevance, not approximate it.
Why prior art gets missed
Every IP professional knows the risk. A patent is granted, litigated, or rejected — and somewhere in the record is a document that anticipated the claim. It was there all along. The search just did not find it.
The cause is not effort. It is architecture. Keyword search finds documents that use the same words. Vector search finds documents whose learned embeddings are close in a trained space. Neither can guarantee that what it retrieves is actually relevant — or that what it misses is not.
AIT-based retrieval is a different operation. The relevance of any document to any query is derived analytically from the participation structure of the corpus — not approximated from training data. The result is the highest achievable relevance for any retrieval system operating on the same corpus.
Keyword search
Finds documents that use the same words as the query. Misses prior art in different terminology, different domains, different languages entirely.
Vector / semantic search
Finds documents whose embeddings are statistically similar. Relevance is approximated by a trained model. Cannot guarantee that retrieved documents are relevant — or that relevant documents are retrieved.
AIT-based retrieval
Relevance is derived analytically from the knowledge structure of the corpus. Multiple ASM types score different dimensions of relevance simultaneously. Cross-domain by construction. Theoretically maximal by derivation.
Five capabilities. One analytical foundation.
Every tool derives from the same AIT engine — different configurations of PM_kl, ASM, and COP for different stages of IP work.
Upload. Understand. Act.
Upload any patent application, paper, or technical disclosure. Get novelty assessment, importance ranking, knowledge graph, relevance-guaranteed prior art, and aspectual claim analysis — in one report.
Explore → Search — Prior Art InvestigationFind what others miss.
AIT-based search scores every document in the corpus against your query using inner products in the analytically derived knowledge space. Cross-domain. Aspectual. Relevance-guaranteed.
Explore → Mapping — Patent LandscapeSee the full territory.
Visualize the IP space around any technology or concept. Understand who owns what, where the white space is, and how the field is evolving — analytically mapped, not manually curated.
Explore → Analysis — Claim IntelligenceKnow the scope precisely.
Understand claim scope, identify equivalents, map prosecution history. Whether drafting, responding to an office action, or preparing for litigation — know what you are working with.
Explore → Management — Portfolio IntelligenceKnow what you own.
Track, value, and manage patent portfolios. Identify licensing opportunities and monitor competitive patent activity with continuous AIT-based landscape monitoring.
Explore → Discovery — Knowledge NavigationFind what you did not know to look for.
Interactive knowledge discovery sessions. Navigate the OSM knowledge graph of any domain — finding concepts, connections, and prior art that no direct query would have surfaced.
Explore →Document Intelligence
The most complete single-document analysis available to any IP professional — powered by AIT composition investigation.
Upload a patent application manuscript before you file. Upload a granted patent you are analyzing for litigation. Upload a scientific paper you suspect is prior art. Upload a technical disclosure from a competitor.
The AIT composition investigation service analyzes the full participation structure of the document — every concept, every association, every relationship to the broader knowledge domain. Then it scores every document in the corpus for relevance to each aspect of what you uploaded.
The result is not a list of search results. It is a complete intelligence report on the document — where it sits in the knowledge landscape, what preceded it, what is truly novel, and what faces prior art risk.
Full capability details →Novelty assessment — which aspects are truly novel vs anticipated
Importance ranking — how significant is this document in the knowledge structure of the domain
Content categorization — the full ontological structure of concepts in the document
Navigable knowledge graph — interactive visual map of the concept space
Relevance-guaranteed prior art — highest-relevance documents from the corpus per aspect
Aspectual claim analysis — which specific claims are strong and which face prior art risk
Every stage of IP work. Every professional.
Before you file
Know the full prior art landscape before committing to a patent application. Upload your disclosure, get a novelty map, understand what is truly novel and what faces risk.
How ATTVC helps inventors → Attorneys & AgentsDraft with full knowledge
Understand your client's invention deeply before drafting claims. Find the most relevant prior art. Anticipate examiner objections. Respond to office actions with complete prior art knowledge.
How ATTVC helps attorneys → Patent ExaminersFind what keyword search misses
AIT-based prior art search finds conceptually equivalent prior art across all technical domains — not just patents using the same terminology. Better office actions. More defensible rejections.
How ATTVC helps examiners → LitigatorsBuild stronger positions
Find invalidity prior art the original examiner missed. Analyze claim scope and equivalents. Assess the merits of a case before the first filing with complete prior art intelligence.
How ATTVC helps litigators → Corporate R&DInvest with intelligence
Technology scouting, freedom-to-operate analysis, and continuous landscape monitoring. Know the patent territory before committing R&D resources.
How ATTVC helps corporate R&D → Patent OwnersKnow what you have
Portfolio intelligence and landscape analysis to identify licensing opportunities. Understand who is operating in your patent space and what your portfolio is worth.
Licensing overview →See what analytical intelligence finds
Request access to the ATTVC platform. Upload a document you are working with right now and see what AIT-based document intelligence finds that your current tools miss.