Custom Patent Research AI Agents
Agentic AI for patent prior-art search, claim drafting, and litigation prep. Custom AI agents trained on your firm's prior-art corpus, partner annotations, and prosecution history — search USPTO / EPO / WIPO plus non-patent literature, draft claims and office-action responses, and run multi-jurisdiction FTO, all in your environment under attorney-client privilege.
What You Get from the Engagement
Six concrete agent capabilities you ship to production, not slideware. Each is wired to your existing patent databases, DMS, and docketing stack on day one.
Prior-Art Search Agent
Semantic and claim-language search across USPTO, EPO, WIPO, JPO, KIPO plus non-patent literature. Returns ranked prior art with reasoning per hit and live source-database verification.
Claim Drafting Agent
Generates first-pass independent and dependent claims from an invention disclosure. Trained on your firm's prosecution history and partner preferences.
Office Action Response Agent
Drafts 102 / 103 / 112 responses with citation traceability. Cuts response time 30–50% while senior attorneys retain final-word review.
Freedom-to-Operate Agent
Multi-jurisdiction FTO with claim-mapping against target products. Outputs a risk-scored opinion pack with claim-by-claim analysis.
Patent Landscape & Tech Trends Agent
Competitive landscaping across IPC / CPC classes, assignee dynamics, citation networks, and emerging tech clusters.
Portfolio Valuation & SEP Intel Agent
Asset-level value scoring, license-target identification, Standard-Essential Patent candidates, and renewal-decision support.
Why Off-the-Shelf Patent Tools Miss
Patent research SaaS tools cover the median firm well — semantic search, basic claim analysis, off-the-shelf landscape reports. That's enough when your matters are well-covered by generic prior art and your client portfolio looks like the industry average. But the firms winning at the high end operate with judgment, corpus access, and client-specific tech taxonomies that SaaS structurally can't replicate:
Custom patent agents train on your corpus and partner annotations.
They know which 103 rejections Partner X pushes back on with secondary considerations, which client tech taxonomies your associates actually use, and how your prosecution history reads to an examiner. SaaS treats every firm and every matter as the average case.
The 8 Agents We Build
Eight discrete agents, each owning one part of the patent lifecycle. Built on top of your existing patent databases, DMS, and docketing stack — not on top of a vendor's multi-tenant cloud.
Prior-art search agent
Semantic and claim-language search across USPTO, EPO, WIPO, JPO, KIPO plus non-patent literature (IEEE Xplore, ACM, PubMed, arXiv). Returns ranked prior art with reasoning per hit and live verification against source databases — no hallucinated patent numbers, no inferred citations.
Claim drafting agent
Generates first-pass independent and dependent claims from invention disclosure text. Trained on your firm's prosecution history, partner preferences, and client-specific tech taxonomies. Drafts read the way your senior partners draft — not how a generic vendor thinks claims should read.
Office action response agent
Drafts 102 (novelty), 103 (obviousness), and 112 (enablement / definiteness) responses with citation traceability. Surfaces secondary considerations, claim amendments, and arguments specific to your client's prosecution posture. Senior attorney retains final-word review.
Freedom-to-operate (FTO) agent
Multi-jurisdiction FTO claim mapping against a target product's feature decomposition. Outputs a risk-scored opinion pack with claim-by-claim analysis and design-around recommendations. Works across USPTO, EPO, WIPO with jurisdiction-specific claim-construction context.
Patent landscape & competitive intel agent
Competitive landscaping across IPC / CPC classes, assignee dynamics, citation networks, and emerging tech clusters. Auto-generated tech radars for client strategy teams. Surfaces filing trends, blocking patents, and white-space opportunities.
Portfolio valuation & renewal agent
Asset-level value and decay scoring. Surfaces renewal-vs-abandonment recommendations across client portfolios with explainable rationale per asset. Supports annuity-fee decisions and portfolio pruning for in-house IP teams.
Litigation & IPR prep agent
PTAB IPR petition prep, invalidity prior-art mining, claim construction support, and damages analysis. Used by prosecution and litigation teams alike. Outputs IPR-ready petitions, claim-construction tables, and supporting case-law citations.
Licensing & SEP identification agent
Identifies high-value licensing targets and Standard-Essential Patent (SEP) candidates across portfolios. Used by corporate IP and licensing teams for monetization strategy. Surfaces declared SEPs, citation evidence, and standards-body contribution history.
Talk to the Legal Services Expert
Bring us a representative matter from your firm. We'll show you which agents would have changed the prior-art search, the OA response, or the FTO opinion — and how that scales across your portfolio.
Book a Strategy Session →When You Need Custom Patent Agents, Not SaaS
Patent research SaaS tools cover the median firm well — semantic search, basic claim analysis, off-the-shelf landscape reports. But the firms winning at the high end need things SaaS structurally can't deliver:
Custom agents train on your work product and execute the way your senior partners actually work — which is the part SaaS can't see, can't copy, and can't price into a per-seat subscription.
Frequently Asked Questions
All training and inference happens in your environment or a single-tenant cloud you own. Client invention disclosures, draft applications, and prosecution work product never leave your perimeter, never train foundation agents, and never co-mingle across matters. We support ethical-wall configurations and the data-segregation rules ABA Model Rule 1.6 plus the USPTO Code of Professional Responsibility require.
Yes. Native integration with USPTO PatentsView, EPO OPS, WIPO PatentScope, JPO J-PlatPat, KIPO KIPRIS, and Google Patents. Non-patent literature coverage includes IEEE Xplore, ACM Digital Library, PubMed, and arXiv. Results return with jurisdiction-specific claim-construction context and machine translation for non-English documents.
Yes. We integrate with the major IP management platforms and DMS systems (iManage, NetDocuments) via standard APIs. Prosecution work product writes back to your docket as Word docs, IDS PDFs, and structured matter records. You own the integration code and the agent artifacts.
With verified-retrieval architectures. Every citation an agent produces is validated against the live USPTO, EPO, or WIPO database before surfacing — no inferred citations, no hallucinated patent numbers. Prior-art responses ship with a citation-verification report showing exactly which references were confirmed and which need attorney review.
Three phases over roughly 12 weeks. Weeks 1–3 are a corpus + integration sprint: we ingest your prior-art corpus, partner annotations, prosecution history, and docketing data, and connect to USPTO PatentsView, EPO OPS, WIPO PatentScope plus your DMS and docketing system with ethical-wall configurations. Weeks 4–8 we build the first four agents — prior-art search, claim drafting, office-action drafter, and FTO — and deploy them in shadow mode alongside attorneys. Weeks 9–12 we promote to supervised autonomy, add the remaining four agents, set per-matter escalation guardrails, and track KPIs.
Per 2026 industry benchmarks, firms see roughly 340% average first-year ROI, about $127K per-attorney savings from prior-art and drafting agents, and 60–80% lower patent search costs, with drafting and office-action time down 30–50%. In one engagement, an 80-attorney IP boutique cut prior-art search time 76%, improved partner-approved prior-art quality 18%, and won three corporate clients worth $2.8M in six months by matching AmLaw 100 turnaround at boutique-firm pricing.
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Learn more →AI Transformation Workshop
Half-day strategy workshop to map your patent workflow and identify the highest-ROI agents for your prosecution and litigation practice.
Book a workshop →AI Strategy Session
30-minute scoping call. We'll talk through a representative matter, your prior-art corpus, and your data-residency profile, then sketch the right patent-agent build.
Book a session →AI Consultant vs In-House Team
Honest tradeoffs on bringing custom patent agents in-house versus engaging a partner for build + managed.
Read the comparison →Ready to Defend Your Next Patent Matter?
A 30-minute scoping call. Bring us a representative matter — we'll show you which agents would have moved the needle and how that scales across your portfolio.