Platform Capabilities

The world's most comprehensive startup valuation engine

Irrefragable AI combines five independent valuation methodologies with deep intelligence across data, technology assessment, global markets, and trust — delivering defensible, investment-grade valuations for any startup, anywhere.

20 intelligent capabilities
5 valuation methods
60+ countries supported
Instant Estimate

Try the valuation engine now

Enter a few basics and get a live preliminary range — powered by the same five-method engine used in full reports.

This is a preliminary estimate only. A full report uses additional data points for higher confidence.

Estimated Mid-Point

Seed Stage

$1.6M

Range: $675K$2.4M

Valuation Range

Low $675KMid $1.6MHigh $2.4M

Confidence

36/100

Risk Score

8/10

Industry Benchmarks

How does your startup compare?

See where your SaaS startup sits against sector benchmarks for revenue multiples and growth rates.

Revenue Multiple by Sector

SaaS: 12x

Exit revenue multiple applied by VC investors at Series A+

BioTechSpaceTechAI/​MLDeepTechCybersecuritySaaSFinTechHealthTechMarketplaceCleanTech05101520

MoM Growth Rate Positioning

Month-over-month growth benchmarked against SaaS sector peers

Your growth0% / mo(Struggling)
SaaS median15% / mo(Strong)
Top-tier threshold30% / mo(Top 10%)

Your growth: Struggling

Enter your MoM growth rate above to see how you compare.

SaaS Sector Benchmark Snapshot

Revenue Multiple

Benchmark

12x

Yours

12x

Median MoM Growth

Benchmark

15%

Typical Runway

Benchmark

18 mo

Median Team Size

Benchmark

10 people

🗄️

Data & Intelligence

Solving the core comparable-data deficit through novel aggregation, synthetic data, and community-sourced intelligence.

SOL — 01

Global Private Deal Database

Aggregate anonymised term sheets, cap table structures, and valuation data from angel syndicates, accelerators, and VC pre-seed rounds into a proprietary, continuously updated comparable dataset.

Data AggregationHigh Impact

SOL — 02

Synthetic Comparable Generation via LLM

Where real comparables are absent — as in frontier biotech or climate tech — use large language models fine-tuned on disclosed term structures to generate statistically plausible synthetic deal benchmarks with confidence intervals.

AI / LLMHigh Impact

SOL — 03

Crowd-Sourced Valuation Intelligence Network

Contributor model where verified angel investors submit post-investment valuation data in exchange for platform credits and access — creating a flywheel of improving comparable quality over time.

Community DataMedium ImpactNetwork Effect

SOL — 04

Academic & Patent Literature Mining

Ingest and analyse patent filings (USPTO, EPO, WIPO), academic publications (arXiv, PubMed, Scopus), and technology transfer office databases to establish the commercial precedent value of a company's scientific IP.

IP IntelligenceHigh ImpactUnique Signal
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Valuation Engine

Designing the computational core that converts multi-dimensional inputs into a defensible, risk-adjusted valuation range.

SOL — 05

Adaptive Multi-Framework Valuation Engine

A rules engine that selects and blends the most appropriate valuation methodology — Berkus, Scorecard, Risk Factor Summation, First Chicago, or a custom TRL-weighted model — based on the company's stage, sector, and data availability.

Valuation LogicHigh Impact

SOL — 06

Monte Carlo Risk-Adjusted Range Simulation

Run probabilistic Monte Carlo simulations across key value drivers (market size, adoption curve, competitive risk, regulatory timeline) to produce a statistically robust low/base/high valuation range with scenario visualisation.

ProbabilisticHigh Impact

SOL — 07

Milestone-Gated Dynamic Revaluation

Rather than a single point-in-time valuation, model the company's value as a living score that updates automatically as it hits predefined milestones — patent grant, first clinical trial, regulatory submission, first commercial contract.

Dynamic ValuationMedium Impact

SOL — 08

Comparable Transaction Matching Algorithm

A vector-similarity search across the deal database to surface the 5–10 most analogous funded companies globally — matched on technology category, team composition, geography, TRL, and market size — presented as evidence-based comps with delta commentary.

ML MatchingHigh Impact
🔬

Technology Assessment

Translating technology readiness, IP quality, and scientific merit into quantified value signals that angels can act on without domain expertise.

SOL — 09

AI-Powered TRL Classification Engine

An NLP-powered classifier that reads the company's technical documentation, pitch deck, and patent filings to automatically assign a Technology Readiness Level (TRL 1–9) with supporting evidence, removing dependence on domain-expert advisors.

NLP / AIHigh ImpactDeep Tech

SOL — 10

IP Quality Scoring Module

A structured scoring model that evaluates patent quality across dimensions — claim breadth, jurisdictional coverage, citation depth, prosecution history, and freedom-to-operate risk — to produce a single IP Quality Score (IQS).

IP AssessmentHigh ImpactNovel Metric

SOL — 11

Expert-in-the-Loop Domain Review Marketplace

A curated marketplace of verified domain experts (quantum physicists, biotech scientists, climate engineers) who perform rapid 48-hour technical reviews of the AI's assessments — providing a human validation layer for high-stakes deals.

Human-in-LoopHigh ImpactPremium Tier

SOL — 12

Team Signal Scoring via Professional Graph Analysis

Automatically analyse founder and team profiles — cross-referencing academic credentials, prior exits, publication records, domain tenure, and network centrality — to generate an objective Team Signal Score that adjusts the base valuation multiplicatively.

Team IntelligenceMedium ImpactData Privacy
🌍

Global & Geographic

Eliminating the 'location discount' by calibrating valuations to local market conditions, regulatory environments, and economic contexts worldwide.

SOL — 13

Country Risk & Market Maturity Index

A continuously updated index scoring 150+ countries across regulatory quality, IP enforcement strength, capital market access, political stability, and startup ecosystem maturity — applied as a location-specific risk modifier to every valuation.

Geographic RiskHigh ImpactGlobal First

SOL — 14

Purchasing Power Parity (PPP) Valuation Normalisation

Apply PPP-adjusted market sizing and cost-of-operation normalisation so that a startup in Lagos, Bangalore, or Warsaw is valued on its true economic potential relative to its operating context — not discounted simply for being outside a G7 hub.

Economic NormalisationHigh ImpactEquity Focus

SOL — 15

Regulatory Pathway Timeline Modelling

For regulated sectors (pharma, medtech, energy, fintech), model the jurisdiction-specific regulatory approval pathway — estimating time-to-market, approval probability, and capital requirements — and incorporate these timelines as discounting factors.

Regulatory RiskHigh ImpactSector Specific

SOL — 16

Regional Angel Network Integration API

Open API integrations with regional angel networks (EBAN, AAAI, GBAN, LAVCA, ABAN) enabling local deal flow, co-investment intelligence, and region-specific benchmark data to flow bidirectionally into the platform's data layer.

Network IntegrationMedium ImpactPartnership
📋

Trust & Output

Ensuring the platform's outputs are trusted, auditable, and usable by every stakeholder — from solo angels to investment committee chairs.

SOL — 17

Explainable AI Valuation Report Generator

Every valuation output includes a plain-language narrative report — auto-generated by LLM — that explains each scoring dimension, its evidence basis, and how it contributed to the final range. Designed to pass investment committee scrutiny without domain expertise.

XAI NarrativeHigh ImpactCore Output

SOL — 18

Founder Valuation Passport

A portable, verifiable digital credential issued to founders upon platform assessment — summarising their company's TRL, IP score, team signal, and valuation range — that can be shared with any investor globally as a standardised, third-party-validated due diligence artefact.

Founder ToolHigh ImpactTrust Layer

SOL — 19

Valuation Audit Trail & Version Control

Every valuation is versioned, timestamped, and immutably logged — creating a complete audit trail from input data submission through methodology selection to final output. Essential for family office LP reporting, regulatory compliance, and post-investment dispute resolution.

AuditabilityMedium ImpactFamily Office

SOL — 20

Investor Calibration & Bias Correction Tool

An investor-facing self-assessment module that surfaces and corrects for known biases — geographic anchoring, team demographic bias, recency bias, and home-market bias — by benchmarking the investor's historical valuations against platform outputs and peer investor averages.

Behavioural FinanceMedium ImpactDifferentiator