Startup Diligence
Latest private-market research

Startup diligence,
written by AI.

Each report runs end-to-end research on a private startup and writes it up like an investment committee memo: cover snapshot, executive summary, market sizing, competitors, financials, product, customers, risks, and valuation. Every claim links to a public source.

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Laboratory automation / life-science robotics late-stage private

Opentrons Labworks

Opentrons has real product, customer, and investor relevance, but the public record is still too thin to justify paying the 2021 unicorn price with confidence.

Research more Stretched Risk: High
Valuation
$1.8B
AI consumer mobile app studio / subscription apps Series A

HubX

Real consumer-AI scale story with strong operating signals, but not enough public denominators to justify a buy recommendation at the disclosed unicorn price.

Research more Stretched Risk: High
Valuation
$1.2B
Fintech / digital payments infrastructure Late-stage private / unicorn-range secondary

VNLIFE

VNLIFE is a real scaled Vietnamese payments platform with durable strategic relevance, but thin public economics and only an indicative >US$1B secondary valuation anchor support a RESEARCH MORE recommendation rather than an aggressive buy.

Research more Fair Risk: High
infrastructure / connectivity series-d

Tarana Wireless

Tarana has credible deep-tech broadband infrastructure and real operator adoption, but the public disclosure package still lags the valuation levels implied by late-stage private-market screens.

Research more Stretched Risk: High
Valuation
$2B
Infrastructure / Devtools Series D

Astronomer

Astronomer appears to be a real category leader in enterprise Airflow and DataOps, but the public record supports a track decision rather than a clean buy because valuation, concentration, and margin transparency lag the strength of the product and customer evidence.

Track Unknown Risk: High
Valuation
$775M
Growth
55%
NRR
120%
AI / application software Seed

Pragmatik Labs

Exceptional founder pedigree + massive market; valuation is a pre-product conviction bet with high execution risk and severe evidence gaps at every chapter of diligence.

Research more Stretched Risk: High
Valuation
$2B
Climate & Energy / Advanced Battery / EV & ESS Cells D+ / pre-IPO

WeLion New Energy

WeLion has real commercialization proof, rare Chinese semi-solid battery credibility, and a plausible IPO path, but the current RMB 18.5-20.0bn valuation narrative still runs ahead of public evidence on revenue, margins, customer concentration, and manufacturing quality, making Track the most defensible call at low confidence.

Track Stretched Risk: High
Valuation
$2.7B
local mobility / shared transport / mobility-as-a-service late-stage private mobility platform

Hello TransTech

Hello looks strategically important and plausibly valuable, but the current ~$6 billion mark still appears fair-to-full until private financials, cap-table terms, and remediation quality become materially clearer.

Track Stretched Risk: High
Valuation
$6B
healthcare / health-tech / pharmaceutical payment platform late-stage private / pre-IPO

MediTrust Health

MediTrust Health is a real scaled China healthcare-payments infrastructure asset with strong insurer and pharma reach, but current public evidence still points to high execution and pricing risk, making the last private valuation look stretched unless investors get better disclosure, a discounted entry, or explicit downside protection.

Track Stretched Risk: High
Valuation
$1.6B
Revenue run-rate
$312M
Growth
62%
Digital health / specialty pharmacy / innovative-drug commercialization late-stage private / pre-IPO

Yuanxin Technology

Yuanxin has real scale and category leadership, but the RMB 19.5B pre-IPO mark looks stretched relative to its low margins, slower growth, and unresolved IPO/dilution risk.

Track Stretched Risk: High
Valuation
$2.7B
Growth
1.7%
Pet healthcare / veterinary services / animal health Late-stage private company / unicorn (IPO withdrawn)

New Ruipeng Pet Healthcare Group

New Ruipeng is a strategically important scaled pet-healthcare asset, but the current Hurun-like valuation reference still looks expensive versus the last disclosed revenue base and the available public comp set.

Research more Expensive Risk: High
Revenue run-rate
$832.2M
Growth
20.1%
consumer / education growth

Cleo

Cleo looks like a real scaled AI-first consumer-finance company, but incomplete price and risk disclosure keep the current call at track rather than buy.

Track Fair Risk: High
Valuation
$1B
Revenue run-rate
$186M
ARR
$280M
Growth
106%

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