Reasoning that goes beyond the pitch deck.
Validate startup claims, interpret industry-specific context, and benchmark against real global peers, so you can decide based on the full picture.
Vireo Grid is a grid flexibility platform that lets commercial buildings trade stored energy into balancing markets. It addresses congestion in North West Europe, where renewable capacity is growing faster than the grid can absorb it. The company is live on 340 sites across three countries with €7.0M in 2026 revenue, though unit economics and runway remain undisclosed.
- Compounding demand Revenue grew at 82% CAGR from €2.1M to €7.0M across two years, with net revenue retention above 120%.
- Proven deployment Live on 340 commercial sites across three countries, with two utility partnerships signed this year.
- Regulatory tailwind New balancing market rules open a paid role for aggregated demand response from 2027.
- Capital efficient Reached €7M revenue on €9M raised, well below the median for the category.
- Unit economics undisclosed Gross margin per site and payback period are absent, so contribution cannot be underwritten.
- Revenue concentration The top two utility partners account for an estimated 61% of revenue, with no disclosed contract length.
- Incumbent response Two established aggregators could replicate the offering inside 12 to 18 months.
- Team gaps No dedicated commercial lead and no prior exits create execution risk at Series A scale.
What is the gross margin per site after hardware, integration and support?
What is the current cash position and monthly burn, and how long is the runway?
What share of revenue comes from the top two utility partners, and on what terms?
At what number of sites does the business reach contribution breakeven?
Which revenue is contracted and recurring, and which is one off hardware?
The quality of your evaluation
depends on your analyst.
Claims without proof
Founders present their best narrative. Without deep digging into the actual financials and registry filings, you're investing in a story, not a reality.
One size fits none
Evaluating a Hardware startup with a SaaS checklist leads to bad decisions. Generic scorecards fail to capture industry-specific nuance.
Manual work doesn’t scale
When it takes an analyst 40 hours to do a deep dive, you can only afford to evaluate a fraction of your deal flow thoroughly.
Evaluation the way it
should work.
Kuanta transforms weeks of manual deep-dives into a unified, intelligent pipeline that operates in minutes.
Validate claims & financials
ValidateUpload raw pitch decks, data rooms, P&L statements, and models. Kuanta audits and cross-references claims against hard numbers, public registries, and registry filings to flag discrepancies instantly.
Interpret industry-specific nuance
InterpretOur reasoning engine dynamically applies 645+ vertical-specific metrics across 19+ industries—evaluating deep tech on clinical IP or unit economics, and SaaS on NDR and CAC payback.
Benchmark against rightful peers
BenchmarkPosition the startup directly against active global competitors in dynamic competitor matrix quadrants and thesis-fit scorecards ready for investment committee.
What changes when evaluation
meets intelligence.
Here's what that looks like in practice.
BEFORE
WITH KUANTA
A first read that easily costs half a day per startup
Deep analysis ready to use instantly
No fixed framework so every assessment differs
Verified claims with market context
Contact details and competitors tracked down manually
Weighed against the competitive landscape
Memo quality that shifts from report to report
Consistent memo quality in every report
BEFORE
- —
A first read that easily costs half a day per startup
- —
No fixed framework so every assessment differs
- —
Contact details and competitors tracked down manually
- —
Memo quality that shifts from report to report
WITH KUANTA
Deep analysis ready to use instantly
Verified claims with market context
Weighed against the competitive landscape
Consistent memo quality in every report
Getting the complete picture on every dimension.
Our reasoning engine evaluates every claim and benchmarks every metric across ten dimensions.
Pitch Deck & Business Plan
Any format is accepted and is structured + prepared for analysis on ingestion.
Any Other Documents
Data room files, market research, financial models, cap tables and other supporting material.
Human-like Reasoning Engine
Ingestion
Submitted materials are structured, vectorized and crossreferenced against live public signals before analysis begins.
VECTORISINGReasoning
Specialised reasoning agents analyse & verify across every critical evaluation dimension. Each agent produces an independent assessment with supporting evidence before results are consolidated.
VERIFICATIONBenchmarking
Field scores are weighted according to the evaluation criteria, benchmarked against comparable companies and filtered through the investment thesis.
ALIGNMENTFoundational
Team & Founders
Backgrounds, track record, domain depth and founder-market fit.
Qualitative reasoningMarket Opportunity
TAM/SAM sizing, market timing, structural tailwinds and entry dynamics.
Market intelligenceBusiness Model
Revenue architecture, unit economics, pricing logic and scalability signals.
Economic analysisProduct & Technology
Tech differentiation, build depth, IP defensibility and roadmap credibility.
Technical assessmentTraction & Metrics
Revenue, growth rate, retention, engagement and leading indicators.
Data-driven scoringContextual
Competitive Landscape
Live competitor mapping, positioning gaps and differentiation durability.
Cross-referencedCustomer & GTM
ICP definition, channel strategy, sales motion and acquisition logic.
GTM analysisFinancial Health
Runway, burn discipline, forecast assumptions and capital efficiency.
Financial reasoningUse of Funds
Runway, burn discipline, forecast assumptions and capital efficiency.
Capital allocationOperational Readiness
Team structure, execution evidence, process maturity and scaling risk.
Ops assessmentActionable intelligence formatted for your workflow.
Receive structured, evidence-backed evaluation documents ready for investment committees and partner reviews.
One-Page Executive Brief
Single-page overview designed for fast internal alignment, featuring radar chart performance across 6 dimensions, red flag alerts, and peer benchmarks.
Full Due Diligence Dossier
Exhaustive institutional evaluation covering per-field audit rationales, 645+ verified metrics, competitor quadrant matrices, and tailor-made investor questions.