CRI Scorer v7.5: Technical Infrastructure Upgrade

Caplia has completed a major upgrade to the Caplia Readiness Index scoring engine, rebuilding the core scoring layer into a more modular, reproducible and auditable venture intelligence system.

CRI Scorer v7.5 builds on the original Caplia Readiness Index framework developed with Professor Thomas Hellmann, Professor of Entrepreneurship and Innovation at Saïd Business School, University of Oxford. The CRI framework assesses companies across 28 venture-readiness signals grouped into five core areas. Professor Hellmann's research focuses on entrepreneurial finance, entrepreneurship, innovation and public policy.

The v7.5 scorer was tested directly with Professor Hellmann through a proprietary Caplia testing application that compares scorer outputs side by side and validates scoring consistency against the original CRI framework.

Engineered by Daniel Hafezi, AI Lead at Caplia, v7.5 translates the original CRI framework into a more robust, reproducible and operationally scalable scoring system. The result is a stronger intelligence layer across Caplia Passport, accelerator dashboards, fund screening and Iris guidance. Caplia is not simply collecting founder information. It is parsing, validating and structuring that information into decision-ready venture intelligence.

What changed

The previous scorer was robust, but as Caplia moved further into accelerator, bank and fund workflows, the scoring layer needed to become faster, more reproducible and more reliable across inconsistent founder materials.

CRI Scorer v7.5 was rebuilt around a multi-stage evaluation architecture that separates the major parts of the scoring process: document parsing, scoring logic, recommendation generation, telemetry, validation and human review. This gives Caplia a controllable scoring infrastructure rather than a black-box assessment, where each layer can be monitored, tuned and improved independently.

In practice, founder materials now flow through specialised stages rather than a single generic pass. Materials are ingested, parsed and preserved, company context is assembled, scoring agents evaluate the business against the CRI framework, recommendations are generated, and outputs are validated against evidence requirements. CRI is no longer a simple readiness score. It is a structured venture assessment system.

Faster and more consistent

The upgrade produced clear improvements in speed. On an external benchmark of more than 100 decks, scoring is now roughly 35% faster on average, with the slowest cases improving the most. Repeated scoring runs are also more consistent, giving founders and programme teams more dependable results.

Stronger evidence handling

One of the most important improvements is more literal, auditable scoring. CRI Scorer v7.5 is better at anchoring readiness outputs to the evidence inside founder materials, and at separating what a founder claims from what the supporting documents actually show.

The system is now better at identifying supported claims, unsupported claims, missing information, weak information, inconsistent information and areas requiring further review. Outputs are reliably grounded in the source documents rather than narrative quality alone, because fundraising readiness should be assessed against the strength, completeness and consistency of the underlying company evidence.

Better recommendations

The upgraded scorer produces more operational recommendations, supported by a new platform experience that gives users a clearer view of their signal gaps. Rather than just showing where information is weak or missing, the experience helps users understand why those gaps matter and how they affect readiness. Users can then move directly into Iris, where Caplia's venture AI helps close those gaps using existing company information, uploaded materials and founder context.

Recommendations are now more specific and action-oriented. Instead of generic advice such as "build an investor target list", v7.5 produces structured guidance with fit rationale, prioritisation and clear next steps. CRI identifies the readiness gap, the platform explains the underlying signal issue, and Iris helps the founder improve that section without starting from scratch.

What this means

For founders, CRI Scorer v7.5 gives a clearer, more actionable readiness assessment that identifies what is missing, weak or unsupported before approaching investors.

For accelerators and universities, it gives stronger visibility across cohort readiness, surfacing common gaps, documentation weaknesses and support priorities across founder populations.

For funds, it converts inconsistent founder materials into cleaner, more comparable venture-readiness signals. It does not replace investor judgement. It structures the information layer before judgement is applied.

Bottom line

CRI Scorer v7.5 is a credible technical step-change as Caplia integrates across the venture ecosystem. It is faster, more reproducible, more modular and more auditable, and it strengthens Caplia's core intelligence layer. Caplia is not simply storing founder information. It is parsing it, validating it, scoring it and converting it into structured, decision-ready intelligence.

New Product Release

Faster, simpler file organisation

Overview: We’ve made the Data Room easier to manage and safer to use. You can now organise files more naturally while keeping key documents protected. Built for founders sharing important materials with investors.

Key Features

• Drag & drop: Move files between folders quickly

• Quick rename: Double-click folders to rename

• Auto setup: Key document folders created automatically

• Smart navigation: See file location and jump to folder

• Protection: Core folders locked to prevent deletion

Smarter, faster AI support

Overview

Iris is now more responsive and better at handling support queries. Improvements make conversations smoother and ensure issues get routed correctly.

Key Features

• Better support mode with improved escalation

• Faster feedback with progress indicators

• Smoother typing with auto-expanding input

• Instant unread message updates

Faster Pitch Deck Upload during Onboarding

Overview

Getting started is now easier. You can upload your pitch deck with a simple drag-and-drop flow.

Key Features

• Drag & drop pitch deck upload

• Faster onboarding experience
  
  

Broader access, deeper insights (psychometric testing)

Overview

Psychometric assessments are now more flexible and powerful. You can invite anyone within your team, and Iris provides deeper analysis of results.

Key Features

• Invite anyone (not just your team)

• Clear progress tracking

• AI-powered analysis via Iris

Smoother, cleaner experience (UI)

Overview

We’ve improved the overall feel of the platform with smoother interactions and better visibility of updates.

Key Features

• Improved scrolling experience

• In-app change-log now available

⚡Iris AI is now fully agentic.

Iris is now much smarter and more helpful.

• Plans tasks, runs steps, then gives clear answers

• Can search the web, your files, support docs, and investor data

• New Instant / Thinking mode toggle

• Shows progress while working

• Gives sources you can trust

• Suggests next actions and follow-up questions

You’ll also notice:

• Cleaner step-by-step view (you can expand details if you want)

• Better awareness of newly uploaded documents

• Faster, more reliable answers

Smarter investor matching

• More realistic scoring (no more “everyone is 100% match”)

• Takes geography + thesis into account

• Runs automatically after onboarding

New look (light mode + icons)

• Full light mode now live

• Cleaner, more premium feel

• Upgraded icons across the whole app

• Better status indicators

Faster, cleaner onboarding

• Choose: analyse your website or upload a pitch deck

• Automatic investor matching once complete

• Smoother flow into your dashboard

Better sign-up + login

• Clear email verification flow

• Easy resend if needed

• Detects existing accounts and guides you properly

Small improvements that matter

• Share links copy instantly

• Cleaner billing + settings

• Better CSV export and display

• Improved layout across key pages