QED is the proprietary methodology and technology platform at the heart of PIPE: first developed in 2012 and continuously evolved to create the world’s most rigorous, standardised process for validating and commercialising university innovation.
QED — named for the Latin quod erat demonstrandum, “that which was to be demonstrated” — is PIPE’s core operational system. It combines human expertise, structured process, and blockchain-enabled technology to create a repeatable, auditable, and standardised pathway for translating university innovation into investable opportunities.
What makes QED unique is its universality: any project from any area can be disclosed and validated on a like-for-like, standardised basis. A materials science discovery and a digital health platform are assessed against the same rigorous framework, providing investors, universities, and researchers with a common, trusted language for early-stage innovation.
QED uses the internationally recognised TRL framework, aligning PIPE’s validation standard with those used by NASA, ESA, SpaceX, and the UK Ministry of Defence. Every project receives a documented, evidence-based TRL assessment at each stage gate.
QED assesses every project across eleven structured streams, producing over 500 individual evidence requirements that feed into a single quantified output: the Gap Risk Index (GRI). This is not subjective judgement — it is structured, documented, and peer-reviewed across every dimension of commercial readiness.
GRI is calculated as the proportion of unresolved risk across all evidence items, combining criticality weighting and gap status into a single percentage. Four thresholds govern every PIPE investment decision:
Maps the technology from basic scientific principles (TRL 1) through to full operational deployment (TRL 9) across 9 stages and 180+ evidence items. TRL 1 to 4 are Critical-weighted deal-breakers.
Assesses commercial readiness from initial customer validation (SRM 1–2) through market quantification, pilot management, and post-sales operations (SRM 3–9). 137 evidence items.
Evaluates financial, commercial, and legal readiness to receive capital: from executive summary and financial modelling through IP security, team sign-off, and Investment Committee preparation.
Reviews organisational, governance, and strategic readiness to operate as a standalone commercial entity, covering management structure, risk management, and strategic frameworks.
IP ownership, assignment, and protection must be initiated from TRL 2 in parallel, not sequentially. Data governance, regulatory pathway, corporate structure, and university relationship are mandatory before investment close.
Validates problem-to-solution fit through structured Jobs to Be Done interviews before market sizing proceeds. A minimum of ten qualified prospect interviews are required. CDD must be completed before SRM 3.
Documents plausible exit routes, comparable transaction evidence, and investor return modelling under base, upside, and downside scenarios. Must be completed before the final Investment Committee pitch.
Addresses the key-person risks inherent in university spinouts, covering leadership gap analysis, advisory board composition, knowledge transfer, and succession planning for founding academics.
Critical for hardware and deep-tech spinouts, reviewing manufacturing feasibility, supply chain risk, and quality management readiness prior to commercial scale-up. Software businesses may apply for a formal waiver.
Evaluates environmental, social, and governance position, including sustainability impact, carbon pathway, and institutional investor ESG alignment. ESG criteria carry increasing weight in the overall QED assessment.
Administrative and process checkpoints governing project set-up, commercial agreements, phase-end reviews, and transition decisions. PMO gates are mandatory for progression between PIPE phases.
QED was designed from the outset to leverage distributed ledger technology — not as a marketing feature, but as a functional necessity. The QED system creates immutable, auditable records of every assessment, milestone, and decision across the Lab to IPO Pathway.
When a project reaches the Fund stage, an investor can audit the complete history of validation, milestone achievement, and governance decision-making — all on-chain, all verifiable, all unchanged. The IP NFT vault structure enables arm’s-length assessment without public disclosure of the inventive step, whilst creating a permanent, timestamped record of IP provenance.
Innovations are stored as dynamic NFTs: timestamped, protected, and accessible only to authorised reviewers. IP provenance is permanently recorded without public disclosure.
Every milestone, assessment, and decision is recorded on-chain, creating an auditable history that cannot be altered or disputed by any party.
Key decisions in the ecosystem are governed by $GDAO token holders, creating a decentralised, transparent governance layer that aligns all stakeholder interests.
A researcher registers a disclosure on the PIPE platform. Here is exactly what happens next, in plain terms.
The researcher creates a secure account on the PIPE platform using institutional email, establishes two-factor authentication, and registers their disclosure. The platform automatically links them to their institution. The disclosure is named, assigned a unique project code, and opened for content entry. At this stage, the disclosure is private.
The disclosure is structured across sections covering the technology, the problem it solves, the team, the IP position, the commercial opportunity, and the financial status. The researcher works through these at their own pace. Critically, the disclosure does not require the researcher to disclose the fundamental IP at this stage — only enough to allow expert evaluation of commercial potential.
Once all sections are complete, the researcher sets the disclosure status to Disclose. The TTO or PIPE programme team then assigns qualified reviewers from the PIPE Associate Network (PAN) — industry experts matched by sector, technology domain, and skills alignment using the Nesta skills taxonomy. Reviewers are NDA-bound and score independently.
Each reviewer assesses the disclosure across six scored sections: founding team signal, quality of disclosure, technology opinion, value proposition and customer discovery, impact assessment, and momentum. Scores feed into the Gap Risk Index (GRI). Statistical analysis identifies where reviewer scores diverge significantly, flagging areas of genuine uncertainty.
The PIPE programme team compiles a full Disclosure and Validation Report covering all reviewer scores, written commentary, a TRL milestone gap table, a stage-gate readiness map, and a GRI preview. The report is downloadable and provides a complete, investment-grade assessment of the disclosure.
Strong consensus. The project is assessed as commercially viable with recognised need and credible solution. It progresses to Phase 2 with PIPE Associate support and access to the PIPE General Fund.
The project has merit but lacks sufficient clarity on specific dimensions. A detailed Rework Brief identifies exactly what is required at resubmission.
The project does not meet the threshold for continued investment of resource. The assessment provides a clear, documented rationale, not a rejection letter.
Request a demonstration of the QED system and Lab to IPO Pathway, and explore how it could work for your university or portfolio.