The QED System | PIPE Validation Methodology

What is QED?

People, process, and technology.
Systematically combined.

QED: named for the Latin quod erat demonstrandum, "that which was to be demonstrated" — 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.

This standardisation is only possible, and only truly efficient: because of the distributed ledger technology that underpins the system. QED does not merely use blockchain: it is designed around it.

2012

Year QED methodology was first developed

Assessment streams covering every dimension of commercial readiness

500+

Individual evidence requirements across the full QED framework

Rigorous stage gates from disclosure to PIPExchange

TRL

Technology Readiness Levels: standard trusted by SpaceX & NASA

100%

Immutable, auditable progress records for every project

Eleven streams. One
investment grade verdict.

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.

Gap Risk Index: GRI

The single number that drives the funding decision.

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:

0 to 25%

GREEN

Fund at standard terms

26 to 50%

AMBER

Fund conditionally: funded milestones required

51 to 75%

RED

Do not fund: gaps must be resolved first

>75%

HOLD

IC review required before any decision

The eleven assessment streams

📡

TRL: Technology Readiness

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.

🛒

SRM: Solution Readiness for Market

Assesses commercial readiness from initial customer validation (SRM 1 to 2) through market quantification, pilot management, and post sales operations (SRM 3 to 9). 137 evidence items.

💼

PRI: Investment Readiness

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.

🏢

BOR: Business Operations

Reviews organisational, governance, and strategic readiness to operate as a standalone commercial entity, covering management structure, risk management, and strategic frameworks.

⚖️

LGR: Legal & Governance

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.

🗣️

CDD: Customer Discovery

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.

📈

ERP: Exit & Return Pathway

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.

👥

TTR: Team & Talent

Addresses the key person risks inherent in university spinouts, covering leadership gap analysis, advisory board composition, knowledge transfer, and succession planning for founding academics.

⚙️

MSR: Manufacturing & Supply Chain

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.

🌱

ESR: ESG & Sustainability

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.

📋

PMO: Programme Management

Administrative and process checkpoints governing project setup, commercial agreements, phase end reviews, and transition decisions. PMO gates are mandatory for progression between PIPE phases.

QED Dashboard

Projects are managed through the live QED Dashboard.

Every active PIPE project is managed through the QED Dashboard, providing real time GRI scores, stream by stream progress tracking, a full stage gate roadmap, and evidence documentation. Clients, Associates, and PIPE investment managers all operate from the same platform.

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Why QED requires
distributed ledger technology.

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.

This immutability is what makes QED trustworthy to institutional investors. When a project reaches the Fund stage, an investor can audit the complete history of validation, milestone achievement, and governance decision making: all onchain, all verifiable, all unchanged.

The IP NFT vault structure also relies on distributed ledger technology, enabling arms length assessment of innovations without public disclosure of the inventive step, whilst creating a permanent, timestamped record of IP provenance that strengthens both patent and publication positions.

🔐

IP NFT Digital Vault

Innovations are stored as dynamic NFTs: timestamped, protected, and accessible only to authorised reviewers. IP provenance is permanently recorded without public disclosure.

📝

Immutable Progress Records

Every milestone, assessment, and decision is recorded onchain, creating an auditable history that cannot be altered or disputed by any party.

🗳️

Community Governance

Key decisions in the ecosystem are governed by $GDAO token holders, creating a decentralised, transparent governance layer that aligns all stakeholder interests.

From disclosure to verdict.
What actually happens.

A researcher registers a disclosure on the PIPE platform. Here is exactly what happens next, in plain terms.

Register and describe

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.

Complete the disclosure sections

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. Each section has a completion status indicator. The researcher works through these at their own pace, the platform saves locally and on the server. Supporting documents can be attached at any section. Critically, the disclosure does not require the researcher to disclose the fundamental IP (the secret sauce) at this stage, only enough to allow expert evaluation of commercial potential.

Set to Disclose and assign reviewers

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, without seeing each other's assessments during the review window.

Expert review and scoring

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. Each question is scored on a 0–10 scale against a standard Neutral offset. Scores feed into the Gap Risk Index (GRI) — a single quantified measure of investment readiness. Statistical analysis identifies where reviewer scores diverge significantly, flagging areas of genuine uncertainty.

Disclosure and Validation Report

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. Candlestick charts show the statistical distribution of reviewer scores across every section, distinguishing genuine risk from reviewer divergence.

→

GO

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. Momentum indicators are positive.

↺

Rework

The project has merit but lacks sufficient clarity on specific dimensions. A detailed Rework Brief identifies exactly what is required at resubmission. Common reasons: incomplete financial disclosure, insufficiently evidenced TRL claims, or unclear IP ownership.

No

The project does not meet the threshold for continued investment of resource. This may reflect market size, competitive dynamics, or workability concerns. The assessment provides a clear, documented rationale, not a rejection letter.

The QED Streams in Detail

Eleven assessment streams.
Every commercial dimension covered.

The QED framework covers 500+ individual evidence requirements across eleven structured streams. Each stream addresses a distinct dimension of commercial readiness, and each carries a criticality weighting: Critical items block investment progression; Material items can be deferred as funded milestones; Deferrable items are low risk and can be completed post-funding.

TRL

Technology Readiness

Tracks technical maturity from basic scientific observation (TRL 1) through to full commercial deployment (TRL 9). TRL gates 1–4 carry Critical weighting and must be completed in sequence. Aligned with NASA, ESA, and UK MoD standards.

SRM

Solution Readiness

Assesses the proposed solution's readiness to address the identified problem: market fit, competitive advantage, and the clarity of the value proposition relative to existing alternatives.

PRI

Investment Readiness

Evaluates the project's readiness to receive and deploy external capital: financial projections, funding history, capital requirements, and the clarity of the investment proposition.

BOR

Business Operations

Assesses operational foundations: business model, revenue streams, operational dependencies, and the team's capacity to execute the commercialisation plan.

LGR

Legal & Governance

Covers IP ownership, patent status, freedom to operate, inventor agreements, institutional IP policies, and the legal structure of the commercialisation vehicle.

CDD

Customer Discovery

Evaluates whether the team has identified and engaged with real potential customers. This is the gate most commonly failed at first submission, and the most predictive of commercial success.

ERP

Exit & Return

Assesses the plausibility and clarity of the exit strategy: licensing, acquisition, IPO, or joint venture. Requires a credible analysis of comparable exits and investor return scenarios.

TTR

Team & Talent

Evaluates founding team commitment, relevant expertise, commercial realism, and the identified gaps that PIPE Associates or external hires will need to fill.

MSR

Manufacturing & Supply Chain

For physical products: assesses manufacturing scalability, supply chain dependencies, input costs at scale, and the pathway from prototype to production. Frequently the highest-weight question for deep tech disclosures.

ESR

ESG & Sustainability

Assesses environmental and social credentials against institutional investor ESG frameworks. Connects to the PIPE General Fund's impact mandate and PIPExchange's sustainability reporting requirements.

PMO

Programme Management

Covers the contractual and operational relationship between the project, the institution, and PIPE: engagement agreements, project set-up, milestone tracking, and the formal completion record for each phase gate.

The QED System : validation intelligencefor the Lab to IPO Pathway.

People, process, and technology.Systematically combined.

Eleven streams. Oneinvestment grade verdict.