Frontier Concept Brief
Academic concepts moving fast in the literature with no productized offering yet.
The Frontier Concept Brief surfaces academic concepts that are moving fast in the literature and have no productized offering yet. Citation velocity is computed against the field median to identify concept clusters that are accelerating; implementation signal — public code, repos, early adopters — is joined to those clusters; patent and IP overlay is added per concept; and a time-to-product estimate is grounded in technical complexity.
The deliverable is a ranked concept inventory with the rationale, the implementation evidence, and the IP-and-incumbent picture per concept. Base scope is one concept area; additional adjacent clusters are +$1,499 each.
Built for deep-tech and biotech VCs, corporate venture, and innovation consultancies allocating early-stage capital.
Which academic concepts are moving fast in the literature with no productized offering yet?
What buyers actually ask.
Which academic concepts are moving fast in the literature with no productized offering yet?
The Frontier Concept Brief answers this directly. Concept clusters are ranked by citation velocity against the field median; an implementation overlay shows which clusters have public code or early-adopter activity; the patent overlay shows which are open IP. Concepts surface as build candidates when they are fast, implementable, and not yet productized.
How is "citation velocity" measured?
Each concept cluster is scored on the slope of its citation count over the time window, normalized against the field median for the same window. A cluster moving at 3x field-median velocity is the kind of signal the report flags.
What about implementation signal?
GitHub repositories, PyPI packages, Hugging Face models, and the trade communities most active in the field. A concept with implementation signal is meaningfully closer to product than one without; the brief names the signal type per concept.
How is the IP overlay computed?
USPTO claim-text clustering plus assignee analysis surfaces whether the patent space around a concept is open, contested, or owned. Concepts where the IP space is locked by an incumbent are flagged and their commercial picture is read accordingly.
Is this useful for biotech?
Yes. Concept-cluster citation velocity transfers directly. The implementation surface shifts from code to clinical trials and translational research milestones; the brief names the substituted signal per concept.
How is this different from a McKinsey horizons report?
Horizons reports describe a strategic picture. The Frontier Concept Brief delivers a ranked inventory of named concept clusters with citation-velocity statistics and implementation evidence. The report is structured for an investment-committee gate, not a board-level conversation.
How long does the engagement take?
Ten to fourteen business days from intake confirmation. Citation-graph computation and clustering are the long-pole steps for a high-quality result.
The deliverable, in detail.
- Concept clusters ranked by citation velocity against the field median over the chosen time window.
- Implementation signal per concept — public code, package indexes, early adopters, trade-community activity.
- Patent and IP overlay per concept, with USPTO claim-text clustering and assignee analysis surfacing open, contested, or locked status.
- Time-to-product estimate per concept based on technical complexity, capital intensity, and observed implementation signal — reported as a band.
How the report is built.
The Frontier Concept Brief begins with a concept or technology area at intake. The literature corpus is pulled from open citation graphs (OpenAlex, Semantic Scholar) plus the relevant publisher-side bibliographic data; concept clusters are computed from semantic similarity on title-and-abstract text plus citation co-citation patterns.
Citation velocity is computed at the cluster level over the chosen time window — typically the last five years — and normalized against the field median for the same window. Clusters above a velocity threshold advance to the implementation overlay.
Implementation overlay joins each high-velocity cluster to public code repositories (GitHub topical search and citation-driven search), package indexes (PyPI, Hugging Face), and the trade communities active in the field. The IP overlay runs USPTO claim-text clustering and assignee analysis against the concept clusters.
Time-to-product is estimated per concept based on technical complexity, capital intensity, and observed implementation signal. The estimate is a band, not a point; the brief reports the band and the reasoning.
A senior analyst reviews the ranked concept inventory and writes the per-concept narrative. The Counter-Signal Pass surfaces alternative explanations for citation surge — methodological-correction citations, fashionability cycles, replication-crisis pushback against named clusters.
Counter-Signal Pass is included on every report. The full Foragentis methodology is documented in The State of AEO and GEO in 2026.
What this report does NOT do.
Procurement-grade reports scope themselves. The work below is adjacent and important — and is not in this SKU.
The Frontier Concept Brief reads the public literature and the public implementation surface. Closed-source corporate research, defense-classified work, and pharma pipeline secrecy are absent by construction. The brief flags fields where this absence is material.
Time-to-product is a band, not a forecast. We do not represent ourselves as forecasting product launches; we report the implementation signal that informs an investor's own time-to-product judgement.
Citation velocity is a leading indicator, not a guarantee of commercial outcome. A high-velocity cluster can fail to translate into product for many reasons the brief surfaces but does not predict.
What the engagement costs.
The Counter-Signal Pass — every thesis stress-tested against its strongest opposing case — is included on every report at no extra cost. See the Counter-Signal block on the catalog hub →
Methodology preview on request.
A redacted public sample for this SKU is in production. To preview the methodology now, email forintel@foragentis.com and we will send the methodology one-pager. The published methodology white paper — The State of AEO and GEO in 2026 — covers the underlying analytical framework.
About Foragentis.
Foragentis is an AI research and product company based in Sacramento, California. ForIntel is the business-intelligence research arm — producing custom dossiers across four buyer lanes: Search & AI Visibility, Markets & Locations, Capital & Innovation, and Specialty.
Every claim in a ForIntel report traces to a public source. Findings are re-verified before delivery. The Adversary/Analyst architecture pairs a senior analyst with a counter-signal pass on every thesis. Anything below our statistical thresholds is labeled directional rather than validated.
Methodology is documented in The State of AEO and GEO in 2026 — a 9,900-word, 42-page public study with effect-size statistics across four frontier AI engines.
Ready to commission the report?
Intake takes under five minutes. We confirm scope, timeline, and cost within one business day.